{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "6293b482-d4bb-4325-b93f-fea1ecc67ff5",
   "metadata": {},
   "source": [
    "# Bayesian Linear Regression"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "7c551641-7dd3-407e-9510-884e48b662d0",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pymc3 as pm\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "57b6f7eb-7047-471b-97e2-b6c423ec794a",
   "metadata": {},
   "outputs": [],
   "source": [
    "RANDOM_SEED = 1\n",
    "rng = np.random.default_rng(RANDOM_SEED)\n",
    "\n",
    "size = 50\n",
    "true_intercept = 1\n",
    "true_slope = 2\n",
    "\n",
    "x = np.linspace(0, 1, size)\n",
    "# y = a + b*x\n",
    "true_regression_line = true_intercept + true_slope * x\n",
    "\n",
    "# add noise and generate observations (sample data)\n",
    "y = true_regression_line + rng.normal(scale=0.5, size=size)\n",
    "\n",
    "data = pd.DataFrame(dict(x=x, y=y))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "10114da3-8cda-4573-9dd4-e3b4d4496e35",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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yOXKdC+fhWSIiIh0xNImIiHTE0CQiItIRQ5OIiEhHDE0iIiIdMTSJiIh0xNAkIiLSEUOTiIhIRwxNIiIiHTE0iYiIdMTQJCIi0hFDk4iISEcMTSIiIh0xNImIiHTE0CQiItIRQ5OIiEhHDE0iIiIdMTSJiIh0xNAkIiLSEUOTiIhIR5KFZmxsLFq1agUnJyc4OTnBx8cH33//famPSUpKQtu2beHg4ICGDRvi008/lao8IiKiMpMsNF1dXbF48WIkJycjOTkZ3bp1Q//+/XH27Nlit7906RL69OmDzp07IyUlBTNmzEBwcDDi4+OlKpGIiKhMFIIgCIZ6sRdffBHLli1DQEBAke9NnToVu3btQmpqqtg2btw4nDp1CkeOHNH5NbKysqBUKpGZmQknJye91E1ERKZFqiwwyDnNvLw8bNu2DQ8ePICPj0+x2xw5cgR+fn5abf7+/khOTsaTJ08MUSYREZmBhw8fYsGCBZI8t40kz/qv06dPw8fHB48fP0aVKlWwc+dONGvWrNhtMzIy4OzsrNXm7OyM3Nxc3Lp1Cy4uLsU+Ljs7G9nZ2eL9rKws/f0ARERkUnbt2oXg4GBcvnxZkueXtKfp4eGBkydP4tdff8X48eMxcuRInDt3rsTtFQqF1v2CI8fPthcWHh4OpVIp3tzc3PRTPBERmYxLly6hb9++6N+/v2SBCUgcmnZ2dmjcuDG8vb0RHh6O1q1bIzIysthta9WqhYyMDK22GzduwMbGBtWrVy/xNaZPn47MzEzxdvXqVb3+DEREZLyys7OxaNEiNGvWDN99953Y3qVLF0leT9LDs88SBEHrUGphPj4++Pbbb7Xa9u3bB29vb9ja2pb4nPb29rC3t9drnUREZPz279+PCRMm4I8//hDbXFxcsHLlSvTu3RvVqlXT+2tK1tOcMWMGDh48iLS0NJw+fRozZ85EYmIihg0bBkDTQxwxYoS4/bhx43D58mWEhoYiNTUVGzZsQFxcHMLCwqQqkYiITNC1a9fw9ttvw8/PTwxMa2trTJo0CefPn8c777xT6mm9ipCsp/n3339j+PDhSE9Ph1KpRKtWrbB371707NkTAJCeno4rV66I2zdo0AB79uzB5MmTER0djdq1a2PVqlUYNGiQVCUSEZEJefLkCaKiojBnzhzcv39fbO/YsSNiYmLQunVryWsw6HWahsDrNImIzM+hQ4cQGBiI06dPi201atTA0qVLMXLkSFhZaR84NenrNImIiMrjxo0bePfdd9G5c2cxMBUKBd5//32oVCq8++67RQJTSgYdCERERKSLvLw8rF27FjNmzMDdu3fF9jZt2iA2Nhbt27eXpS6GJhERGZXk5GSMHz8eycnJYptSqcSiRYswbtw4WFtby1YbD88SEZEs1GogIUHzFQDu3LmDwMBAtG/fXiswR4wYAZVKhaCgIFkDE2BPk4iIJKJWAxcuAO7ugKur9vfi4oD33wfy8wGFQsCoUZvw3XdTcPPmTXGb5s2bIzo6Gr6+vgauvGTsaRIRkd7FxQH16gHdumm+xsU9/Z5a/TQwgdMQhC7YuHGUGJiVK1fGsmXLkJKSYlSBCTA0iYhIz7RDUfN17Ninh2EvXADy8+8B+ACAF4BD4mP/85//4Pz58wgLCyt1Nji58PAsERHplSYUtdvy8oCLF4E6dQScP78dwGQA1wtt4Y7Nm1dj2DDtJSKNDUOTiIj0yt0dsLLSDk5ra8DK6g/4+QXhxx9/LLS1AxSKmYiJmYJhw4x/HnGGJhER6ZWrK7B2reaQbF4eYGX1EL17h6Nnz6XIyckRt+ve/XWMHr0KXbo0LDJQyFhxGj0iIpKEWg188cV3iI2diKtX08T2unXrYtWqVejXr59kE6tLlQXsaRIRkd6lpaUhJCQEu3btEttsbW0RFhaGmTNnonLlyjJWV34MTSIi0pvs7GysWLECCxcuxKNHj8T2bt26ITo6Gk2aNJGxuopjaBIRkV78+OOPCAoK0loUulatWvjkk0/w9ttvS3Yo1pB4nSYREVXI9evX8c4776Bnz55iYFpZWSEkJETyRaENjT1NIiIql9zcXHFR6Hv37ontPj4+iImJgaenp3zFSYShSUREZXb48GEEBgbi999/F9uqV6+OpUuXYtSoUQZd49KQzPOnIiIiSdy8eRPvvvsuXn31VTEwCy8KPXr0aLMNTIA9TSIi0kFeXh7Wr1+P6dOn486dO2K7l5cXYmNj8corr8hYneGY78cBIiI9eHbNR0t0/Phx+Pj4YNy4cWJgKpVKREVF4dixYxYTmABDk4ioRKUtb2UJ7ty5g6CgILRr1w7Hjh0T24cPHw6VSoUBAybgwAFri/pAwdAkIirG85a3MmeCIGDTpk3w8PBATEwMCmZbbdasGRITE7Fp0yZ8952zRX6gYGgSERWjtOWtzNmZM2fg6+uLkSNHFlkU+uTJk/D19bXoDxQMTSKiYhQsb1WYtTXQuLE89Ujt3r17CAsLg6enJw4ePCi2Dx48uMii0Jb6gQJgaBIRFatgeStra819a2tgzRqYzBJWuhIEAdu3b0fTpk2xYsUK5OXlAQAaN26MvXv3Yvv27XB95oe2tA8UhTE0iciilTY6NiAASEvTfD8tTXPfnFy4cAG9evXCW2+9hWvXrgEAHBwcMH/+fJw+fRr+/v7FPs5SPlAUh+tpEpHFiot7em7OykoTBOYWjMV59OgRPv74Yyxdqr0odJ8+fRAVFYWGDRvq9DxqteaQbOPGxheYUmUBQ5OILJJarRn1WfjcnLW1pkdpbAGgT9999x2Cg4Nx6dIlsa1u3bqIjIxE//79zWZidamygIdnicgiWdpglrS0NPTv3x99+/YVA9PW1hbTpk3DuXPnMGDAALMJTClxGj0iskgFg1me7Wma22CWkhaFfu211zBrVjSAprhzB6hcWb4aTQl7mkRkkSxhMMtPP/2E1q1bY+bMmWJg1qpVC1u3bsXQoT+hR4+mRjs5gbFOX8hzmkRk0Yx5MEt5Xb9+HR988AG2bdsmtllZWWHixImYN28e7t1TGvX5XH0M0OI5TSIiCbi6Al27GkdYPKusva3c3FxERESgSZMmWoHp4+OD48ePIyIiAkql0qjP5xr7bEMMTSIiI1TWyeIPHz6Mtm3bYvLkybh37x4A4MUXX8T69etx6NAheHp6itsa8+QExhzoAEOTiEg2JfUky9LbunnzJkaPHq21KDQAvPfee/jjjz8QEBBQZFFoYz6fa8yBDjA0iYhkUVpPUpfeVl5eHtasWQMPDw9s3LhRbPfy8sKRI0ewdu1aVK9evcTXN9bZjow50AEOBCIiMrjnTazwvO8fP34c48eP11rjUqlUYuHChRg/fjysCxLHhFV0gBYHAhERmYnn9SRL6m1Vrlz6otATJkwwi8AEjHeAFic3ICIyMF0mVggIAPz9NUHaqJGAhIQv0KTJFNy4cUPcplmzZoiJiYGvr68Bq7ds7GkSERmYruftXF2BGjXO4P/+rytGjhwpBuazi0KT4bCnSUQkg8I9yeLO292/fx/z5s1DREQEcnNzxfZBgwbhk08+gZubm4ErJoChSUQkG1fXomEpCALi4+MxadIkcY1LAGjUqBFWr16NXr16GbhKKoyhSURkJC5cuIAJEyZg3759Ypu9vT2mT5+OqVOnwsHBQcbqCGBoEhHJ7tGjRwgPD8eSJUu0FoXu3bs3oqKi0KhRIxmro8IYmkRGQK3WXIbg7m58Q+xJWrt378bEiRO1FoV2c3NDZGQk17g0Qhw9SySzss4xSubh8uXLePPNN/HGG2+IgWljY4OpU6ciNTUVb775JgPTCDE0iWRk7Cs6kP7l5ORg8eLFaNq0Kb755huxvWvXrjh16hQWL16MylwR2mjx8CyRjEqbGYaHac3Pzz//jKCgIJw/f15sc3Z2xsqVKzFkyBD2LE2AZD3N8PBwtGvXDlWrVkXNmjUxYMAAqFSqUh+TmJgIhUJR5Fb4DUZkTox9RQfSj/T0dAwdOhTdu3cX/55ZWVkhODgYKpUKQ4cOZWCaCMlCMykpCUFBQfj111+xf/9+5Obmws/PDw8ePHjuY1UqFdLT08Wbu7u7VGUSycrYV3SgisnNzUVkZCQ8PDzw5Zdfiu0dOnRAcnIyIiMjoVQqZayQykqyw7N79+7Vur9x40bUrFkTx48fR5cuXUp9bM2aNVGtWjWpSiMyKs+bGYZM05EjRzB+/HicOnVKbHvxxRexZMkSjB49usgal2QaDPZby8zMBKB50zyPl5cXXFxc0L17dyQkJJS6bXZ2NrKysrRuRKbGWFd0oLK7desWAgIC0LFjR63AHDNmDFQqFcaMGcPANGEG+c0JgoDQ0FC8+uqraNGiRYnbubi4YO3atYiPj8eOHTvg4eGB7t2748CBAyU+Jjw8HEqlUrxxPkYikkN+fj7Wrl0LDw8PbNiwQWz39PTEL7/8gnXr1qFGjRoyVkj6YJBFqIOCgrB7924cOnQIrmX8KN23b18oFArs2rWr2O9nZ2cjOztbvJ+VlQU3NzcuQk1EBnPixAkEBgbit99+E9ucnJzERaFtbHihgqGZ7CLUEydOxK5du5CQkFDmwAQ0J8wvXLhQ4vft7e3h5OSkdSMiMoS7d+9i4sSJaNeunVZgDhs2DCqVChMnTmRgmhnJfpuCIGDixInYuXMnEhMT0aBBg3I9T0pKClxcXPRcHRFR+QmCgC1btiAsLAx///232N6sWTNER0eja9eu8hVHkpIsNIOCgrB161b873//Q9WqVZGRkQEAUCqVqFSpEgBg+vTpuHbtGjZt2gQAiIiIQP369dG8eXPk5ORg8+bNiI+PR3x8vFRlEpkEzk1rPM6ePYugoCAkJSWJbY6OjpgzZw4mTZoEOzs7GasjqUkWmrGxsQBQ5BPXxo0bMWrUKACaC36vXLkifi8nJwdhYWG4du0aKlWqhObNm2P37t3o06ePVGUSGb24uKdT7VlZaa7rDAiQuyrLc//+fcyfPx+ffPKJ1qLQAwcOxCeffIK6devKWB0ZikEGAhmSVCd/ieSgVmsmcS881Z61NZCWxh6noQiCgB07dmDSpElQF5oUuFGjRoiKikLv3r1lrI5KYrIDgYio/Eqbm5akd/HiRfTp0weDBw8WA9Pe3h5z587FmTNnGJgWiMO6iIxYwdy0z/Y0OTettB49eoTFixdjyZIlWpe09erVC1FRUWjMX4DFYk+TyIhxblrD27NnD1q0aIH58+eLgenq6or4+Hjs2bOHgWnh2NMkMnKcm9Ywrly5gpCQEK01Lm1sbBAaGopZs2ahSpUq8hVHRoOhSWQCXF0ZllLJycnBypUrsWDBAjx8+FBs9/X1RUxMDJo1ayZjdWRsGJpEZLESEhIQGBhYZFHoFStWcI1LKhbPaRKRxUlPT8ewYcPQrVs3rUWhJ06ciPPnz2PYsGEMTCoWe5pEZDFyc3MRExODWbNmaS0j+MorryA2NhZeXl4yVkemgKFJRBbhyJEjCAwMxMmTJ8U2LgpNZcV3CRGZtVu3bmHMmDHo2LGjVmByUWgqD/Y0icgs5efnY8OGDZg6dSr++ecfsd3T0xMxMTHw8fGRsTrD4ET/+sePV0RkdlJSUtCpUye89957YmA6OTkhMjISx44ds4jAjIvTzFvcrZvma1yc3BWZB4YmEZmNzMxMBAcHw9vbG7/++qvYPmTIEJw/fx7BwcEWsSi0Wv10ZRxA83XsWE07VYz5v3uIyOyVtCh0kyZNEB0djW7duslYneGVNtE/D9NWDHuaRGTSzp49i9deew3Dhw8XA9PR0RGLFy/GqVOnLC4wgacT/RfGif71g6FJRJJSq4GEBP0fGrx//z6mTp0KT09PJCUlie1vvvkmUlNTMXXqVNjZ2en3RU0EJ/qXDg/PEpFk4uKenluzstL8IQ8IqNhzlrQodMOGDREVFYU+ffpUsGrzoI+J/jn6tiiFIAiC3EXok1SrdRNR2ajVmlGbz64FmpZW/j/AFy9exMSJE7F3716xzd7eHlOnTsW0adNQqVKlihVNIik+8BiSVFnAw7NEJInSBqOU1ePHjzF37ly0aNFCKzB79eqFM2fOYN68eQxMPeLo25Lx8CwRSaJgMMqzPc2yDkb5/vvvMXHiRPz5559im6urKyIjI/Hmm29yYnUJcPRtydjTJKIKKWmgT0UHo1y5cgUDBw5Enz59xMC0sbHBlClTkJqaioEDBzIwJcLRtyVjaBJRuT1v1pmAAM05zIQEzVddzonl5ORgyZIlaNq0KXbu3Cm2d+nSBSdPnsTSpUtRpUoVvf4cpI2jb0vGgUBEVC5SDPRJTExEYGAgUlNTxbaaNWtixYoVXONSBmp1xUbfykmqLOA5TSIqF32e98rIyEBYWBi2bNkitllZWSEwMBALFixAtWrVKl4wlZmrq+mFpdQYmkRULvoY6JObm4vY2Fh89NFHWotCt2/fHrGxsWjTpo0eK9Y/XsdoeXhOk4jKpaLnvX799Ve0a9cOwcHBYmC+8MILWLt2LY4cOWL0gclVRCwTz2kSUYWU9bzX7du3MW3aNKxfv16rPSAgAIsXL0aNGjUkqlR/pDifS/rFc5pEZJR0Pe9V0qLQrVu3RkxMDDp27ChhlfrF6xgtF0OTiCSXkpKCwMBArTUuq1atigULFiAoKMjk1rjU18QNZHp4TpOIJFPSotBDhw6FSqVCSEiIyQUmwOsYLZnpvVuJyOgJgoCtW7figw8+MNtFofWxigiZHoYmEenVuXPnEBQUhMTERLGtUqVKmD17NkJDQ81qjUtex2h5GJpEpBcPHjzAggULsGLFCuTm5ortAwYMQEREBOrVqydjdUT6wdAkogoRBAE7d+7EpEmTcPXqVbG9QYMGiIqKwuuvvy5jdUT6xYFARFRuf/75J15//XUMGjRIDEw7OzvMnj0bZ8+eZWCS2WFPk4jK7PHjx1iyZAnCw8ORnZ0ttvv7+yMqKgru7u4yVkckHYYmEZVJcYtC16lTBxERERg0aJDBVyLh/K9kSDw8S0Q6uXr1KgYNGlRkUeiwsDCkpqZi8ODBBg9Mzv9KhsbQJKJS5eTkYOnSpWjatCl27Nghtnfu3BkpKSlYtmwZqlatavC61Grg/fefzsqTnw+MHatpJ5IKD88SUYmSkpIQGBiIc+fOiW01a9bE8uXL8X//93+yLgrN+V9JDuxpElERGRkZGD58OLp27SoGppWVFYKCgqBSqTB8+HBZAxN4Ov9rYZz/laTG0CQiUV5eHlavXg0PDw9s3rxZbG/fvj2OHj2K1atXo1q1avIVWAjnfyU58PAsEQHQLAodGBiIlJQUse2FF17A4sWLMWbMGFg9260zApz/lQyNoUlk4W7fvo3p06dj3bp1Wu2jR4/G4sWL8dJLL8lUmW44/ysZUpk/Orq6uiImJkar7ZdffoGjoyMuX76st8KISFr5+fmIi4uDh4eHVmC2atUKhw8fRlxcnNEHJpGhlbmn2aFDBxw7dky8LwgCJk2ahEmTJnFCZiITcfLkSQQGBuLIkSNimykvCk1kKGXuaT4bml988QWuXLmC6dOn67UwItK/zMxMhISEoG3btlqBOWTIEJw/f95kF4UmMpRyhWZqairu37+Phw8fYsaMGVi4cKEsFzcTkW4EQcCXX36JJk2aYNWqVcj/9wJHDw8P/PTTT9i6dStq164tc5VUVmo1kJDACR0Mqcyh6e3tDWtra5w4cQKLFy9G9erVMXr06CLbhYeHo127dqhatSpq1qyJAQMGQKVSPff5k5KS0LZtWzg4OKBhw4b49NNPy1oiERWSmpqK7t27Y+jQocjIyACgWRT6448/xu+//45u3brJXCGVB6cQlIlQDt7e3kJISIhQqVIl4ccffyx2G39/f2Hjxo3CmTNnhJMnTwqvv/66ULduXeH+/fslPu9ff/0lODo6CiEhIcK5c+eEdevWCba2tsLXX3+tc22ZmZkCACEzM7PMPxeRObl//74wdepUwdbWVgAg3vr37y9cunRJ7vKoAq5eFQQrK0EAnt6srTXtpCFVFpQrNCdMmCAoFAqhb9++Oj/mxo0bAgAhKSmpxG0+/PBDoUmTJlptY8eOFTp06KDz6zA0ydLl5+cLO3bsEOrWrasVlvXr1xe+/fZbucsjPfj5Z+3ALLglJMhdmfGQKgvKdbWyp6cnbGxssGzZMp0fk5mZCQB48cUXS9zmyJEj8PPz02rz9/dHcnIynjx5UuxjsrOzkZWVpXUjslQFi0IPHDgQV65cAaBZFPqjjz7C2bNn8cYbb8hcIekDpxCUT7lCc8uWLQgMDISHh4dO2wuCgNDQULz66qto0aJFidtlZGTA2dlZq83Z2Rm5ubm4detWsY8JDw+HUqkUb25ubrr/IERm4vHjx5g3bx6aN2+O77//Xmz38/PDmTNnsGDBAjg6Ohb7WA4mMT2cQlA+Oo8tz8/Px82bNxEXFweVSoWdO3fq/CITJkzA77//jkOHDj1322cngRYEodj2AtOnT0doaKh4Pysri8FJFmXv3r2YMGFCuRaFjot7uryWlZXmD3FAgCGqporiFILy0Dk0Dxw4gG7duqFJkybYsWMHlEqlTo+bOHEidu3ahQMHDsD1Ob/VWrVqiaP7Cty4cQM2NjaoXr16sY+xt7eHvb29bj8EkRm5evUqJk+ejPj4eLHN2toakydPxuzZs597GVhJ61H6+/MPsKngFIKGp3Nodu3aVby2SxeCIGDixInYuXMnEhMT0aBBg+c+xsfHB99++61W2759++Dt7Q1bW1udX5vInD158gQRERGYN28eHjx4ILZ37twZMTExpZ4CKYzrURKVnWTLFgQFBWHz5s3YunUrqlatioyMDGRkZODRo0fiNtOnT8eIESPE++PGjcPly5cRGhqK1NRUbNiwAXFxcQgLC5OqTCKTkpSUBC8vL3z44YdiYNasWRObNm1CUlKSzoEJcDAJUbnodSxuISg01L3wbePGjeI2I0eOFHx9fbUel5iYKHh5eQl2dnZC/fr1hdjY2DK9Li85IXOUkZEhDB8+XOv/kkKhEAIDA4V//vmn3M+7fr3m+r6C6/zWr9dj0UQykioLFILw70gbM5GVlQWlUonMzEw4OTnJXQ5RheTl5eHTTz/FzJkzxcu2AKBdu3aIiYmBt7d3hV9DreZgEjI/UmUBZ2YmMlK//fYbAgMDceLECbHthRdeQHh4OMaMGQPrgusNKoiDSYh0Z3xLsRMVw5KuJbx9+zbGjh0LHx8frcAcNWoUVCoVxo4dq7fAJKKyYWiS0bOUiakLLwq9du1a8Rrlli1b4uDBg9i4cSMXhSaSGUOTjFpJ1xKaW4/z5MmTePXVVzFmzBjcvn0bAFClShWsXLkSJ06cwKuvvipbbZbUyyd6HoYmGbXSriU0B1lZWZg0aVKRRaHfeecdqFQqTJ48WdZFoS2ll0+kK4YmGTVzvZZQ+HdRaA8PD0RGRmotCv3jjz/iyy+/lH1RaEvp5ROVBUOTjJo5TkydmpqKHj16FFkUetGiRTh16hS6d+8uc4Ua5t7LJyoPXnJCRs9cJqZ+8OABFi1ahOXLl2stddevXz9ERkaifv368hVXjIJefuHgNIdePlFFMDTJJJjytYSCIGDXrl0IDg4W17gEgPr162PVqlXo27evjNWVrKCXP3aspodpDr18oopiaBJJ6K+//kJwcDB2794tttnZ2eHDDz/E9OnTS1zj0liYSy+fSF8YmkQSePz4MZYtW4aPP/4Yjx8/Ftt79OiB6OhovPzyyzJWVzam3Msn0jeGJpEeqNWagTPu7sDZsz9gwoQJuFhoxEzt2rXxySef4D//+U+pi0ITkXFjaBJVUFxcwaUZagCTAXwtfs/a2hohISGYO3fucxeFJiLjx9AkqgC1GnjvvScQhEgAcwE8XRT61VdfRUxMDFq2bClXeUSkZ7xOk6gCvv76AATBC8AUPA3MlzB16mc4cOAAA5PIzDA0icrh77//xogRIzB5si+As/+2KgCMh5WVChMmjOS5SyIzxMOzRGWQl5eHNWvWYMaMGVqLQgPtAMTA2tqb1zISmTGGJpGOjh49isDAQBw/flxsq1atGsLDw9G793u4dMma1zISmTmGJtFz/PPPP5g5cybWrFkjrnEJaBaFXrJkCWrWrAlAswoIEZk3hiZRCfLz8/H555/jww8/xK1bt8T2li1bIiYmRtY1LolIHgxNomL8/vvvCAwMxOHDh8W2KlWqYP78+ZgwYQJsbW1lrI6I5MLRs0SFZGVlYfLkyWjTpo1WYL799ts4f/48Jk+ezMAksmDsaRJBsxLJV199hdDQUKSnp4vtL7/8MqKjo9GjRw8ZqyMiY8GeJulMrQYSEjRfzYlKpULPnj0xZMgQMTAdHBywaNEi/P7773oJTHPdd0SWhqFJOomL04wO7dZN8zUuTu6KKu7hw4eYMWMGWrZsiZ9++kls79u3L86dO4cZM2bA3t6+wq9jjvuOyFIphMJj6M1AVlYWlEolMjMz4eTkJHc5ZkGt1vyxz89/2mZtDaSlmeY1iQWLQoeEhODy5ctie7169bBq1Sr069dPb69lbvtODoVXkOE+I11JlQXsadJzXbig/UcfAPLyNAsTm5pLly6hX79+GDBggBiYtra2mDlzJs6dO6fXwATMa9/Jgb10MjYMTXoud3fA6pl3irU10LixPPWUR3Z2NhYsWIBmzZrhu+++E9t79OiB06dPY+HChXB0dNT765rDvpOLWl2w5Jrmfn4+MHasaZ0X5rls88PQpOdydQXWrtX8sQc0X01pftV9+/ahZcuWmD17Nh4/fgxAsyj0V199hX379sHDw0Oy1zb1fScnU++ls5dsnnhOk3SmVmv+YBnj/KrFnfdSq9UIDQ3F9u3bxe3kWhTamPedsTLl88GmXLu5kCoLeJ0m6czV1Tj/w8fFPT2MZ2UFxMQ8wf37qzBnzhw8ePB0UehOnTohNjZWljUujXXfGbOCXvrYsZoepin10kvrJZtC/VQy9jTJpBX9RH8QQCCAM+I2NWrUwLJlyzBixAhYPXuCkYyeKfbS2dOUH0fPEhXj6Sf6GwBGAeiCgsBUKBQYN24cVCoVRo0aVaHA5IAO+bi6Al27mlbY8Fy2+eLhWTJpDRvmQaFYA0GYCeCu2N6yZVvExcWiXbt2FX6NZw//rl0LBARU+GnJzAUEAP7+ptdLptLx8CyZrGPHjmH8+PFai0IDSgwbFo7PP38f1gUf8yuAh9mITBMPz5oAHsIzjH/++Qfjx4/HK6+8ohWYfn4jcOKECps3j9dLYAKmf9kDEekXQ1NPeE2W9PLz87Fx40Z4eHjg008/RcFBkhYtWuDAgQP44YfP4eXlrNfX5OQERFQYQ1MPzGHmEmP3+++/o0uXLhg9ejRu3boFQLMo9PLly3HixAl07txZktflgA4iKowDgfSA12RJJysrC3PnzsWqVauQl5cntv/nP//BypUr4WqAHcwBHURUgKGpBwWH8J4dLMJDeOUnCAL++9//YvLkyVqLQru7u2P16tXw8/MzaD2cnICIAB6e1QtDHcKzlIFGKpUKfn5+eOedd7QWhV6wYAFOnz5t8MAkIirAnqaeSH0IzxKuFXz48CEWLVqEZcuW4cmTJ2L7G2+8gVWrVqFBgwYyVkdExOs0TYIlXCv47bffYuLEiZIvCk1EloHXaVowc75WsGBR6H79+mktCj1jxgxJFoUmIqoIHp41AeY40Cg7OxvLly/HwoULxTUuAaB79+5YvXo1mjRpotfXK27pMCKismJP0wSY27WC+/fvR6tWrfDRRx+Jgeni4oJt27Zh//79eg9MTjxBRPrCc5omxBSXSCrs2rVrCA0NxX//+1+xzdraGsHBwZg7d64kvy9LOB9MREVxEWqq8LWCch2ifPLkCaKiojBnzhzcv39fbO/YsSNiY2PRqlUryV6bE08QkT5Jdnj2wIED6Nu3L2rXrg2FQoFvvvmm1O0TExOhUCiK3M6fPy9ViWantOs45TpEeejQIbRp0wYffPCBGJg1atTAhg0bcPDgQUkDE+DcsUSkX5KF5oMHD9C6dWusXr26TI9TqVRIT08Xb+7u7hJVaF5KC0U55sa9ceMGRo0ahc6dO+PMmaeLQo8dOxYqlQrvvvtuhRaF1pW5nQ8mInlJdni2d+/e6N27d5kfV7NmTVSrVk3/BZmxkkLR318TDoY8RJmXl4e1a9dixowZuHv3rtjepk0bxMbGon379vp9QR1w7lgi0hejGz3r5eUFFxcXdO/eHQkJCc/dPjs7G1lZWVo3S/O86zgNdYjy2LFj6NChAwIDA8XAVCqViI6OxtGjR2UJzAKurkDXrgxMIqoYowlNFxcXrF27FvHx8dixYwc8PDzQvXt3HDhwoNTHhYeHQ6lUijc3NzcDVWw8nheKUh+ivHPnjrgodHJystg+YsQIqFQqBAYG6m1RaCIiORnkkhOFQoGdO3diwIABZXpc3759oVAosGvXrhK3yc7ORnZ2tng/KysLbm5uZnnJSWni4jSHZPPynobis3PT6vuSFUEQ8Pnnn+PDDz/EzZs3xfbmzZsjJiYGXbp0qfiLEBGVg0VectKhQwds3ry51G3s7e1hb29voIqMly7n7fS5vNXp06cRGBiIQ4cOiW2VK1fG3LlzERISAltbW/28EBGRETHq0ExJSYGLi4ten9Ocp1MzxJqP9+7dw9y5cxEZGVnmRaHNed8TkWWQLDTv37+Pi4VmFL906RJOnjyJF198EXXr1sX06dNx7do1bNq0CQAQERGB+vXro3nz5sjJycHmzZsRHx+P+Ph4vdVkCctrSUUQBGzfvh2TJ0/G9evXxfbGjRsjOjr6uWtcct8TkVkQJJKQkCAAKHIbOXKkIAiCMHLkSMHX11fcfsmSJUKjRo0EBwcH4YUXXhBeffVVYffu3WV+3czMTAGAkJmZqdV+9aogWFkJAvD0Zm2taafSqVQqoWfPnlq/RwcHB2H+/PnCo0ePnvt47nsiMrSSsqCiLGbu2YQEzYX/z0pI0FyKYAjGfnjy2foePnyIjz/+GMuWLUNOTo643euvv45Vq1ahYcOGOj2vMex7IrIsFjkQSJ/kXl7L2A9PPltfYOC3+O67YKSlpYnb1K1bF5GRkejfvz8UCoXOzy33vici0hejuU5TanJOpybHNHZloV1fGvLz+2H16n5iYNra2mL69Ok4d+4cBgwYUKbABDiVHRGZD4vpaQLyTadm7CttaOrLBrAcwCIAj8TvdevWDdHR0RVe45JT2RGRObCo0AQMc1nGs4z98GRGxo8AggD8UajVBatXr0Rg4Ntl7lmWRI59T0SkTxZzeFZOxnp48tq1a3jnnXcwdGhPPA1MKygUkxAVdR5BQe/oLTCJiMyBxfU05WJMhydzc3MRFRWF2bNnay0K7e3dEWPHxqBXr9ayBzoRkTFiaBqQMRyePHToEAIDA3H69GmxrXr16li6dClGjRplkDUuiYhMFf9CWoibN2/i3XffRefOncXAVCgUeP/996FSqTB69GgGJhHRc7Cnaeby8vKwbt06zJgxA3fu3BHbvby8EBsbi1deeUXG6oiITAu7Fmbs+PHj8PHxwfjx48XAVCqViIqKwrFjxxiYhajVmhmKjOXaWSIyTgxNM3Tnzh0EBQWhXbt2OHbsmNg+fPhwqFQqTJgwwegWhZYztOLigHr1NFP91aunuU9EVByGphkRBAGbNm2Ch4cHYmJiUDCtcLNmzZCYmIhNmzbB2dlZ5iqLkjO0jH22JiIyLgxNM3HmzBn4+vpi5MiRuHnzJgDNotDLli3DyZMn4evrK3OFxZM7tEqbrYmI6FkMTRN37949hIWFwdPTEwcPHhTbBw8ejPPnzyMsLAy2trYyVlg6uUOrYLamwoxptiYiMi4MTRMl/LsodJMmTbBixQrk5eUB0CwKvXfvXmzfvh2ucl8UqgO5Q8tYZ2siIuPE0DRBf/zxB/z9/fHWW2/h+vXrAAAHBwfMnz8fp0+fhr+/v8wV6s4YQisgAEhL0wxESkszriXbiMi4WMwi1Obg4cOHCA8Px9KlSyu0KLQxUquNY4pBIjIPXITawn333XeYOHFikUWhV61ahX79+pn8xOrGMMUgEdHz8PCskbt8+TIGDBiAvn37ai0KPW3aNJw7dw79+/c3+cAkIjIV7GkaqezsbKxYsQILFy7Eo0dPF4V+7bXXEB0djaZNm8pYHRGRZWJoPkOt1lwG4e4u3+HCn376CUFBQVCpVGJbrVq1sHLlSrzzDte4JCKSCw/PFiL3dGrXr1/HkCFD0KNHDzEwraysEBISgvPnz2PIkCEMTCIiGTE0/yXnzDS5ubmIjIxEkyZNsG3bNrHdx8cHx48fR0REBJRKpfSFEBFRqRia/5JrZppffvkF3t7emDRpEu7duwdAsyj0+vXrcejQIXh6ekpbABER6Yyh+S9Dz0xz8+ZNBAQEoFOnTjh16pTY/t5770GlUiEgIICLQhMRGRn+Vf6XoWamyc/Px5o1a+Dh4YENGzaI7V5eXjhy5AjWrl2L6tWr6/dFiYhILzh6tpCAAMDfX7qZaY4fP47AwEAcPXpUbFMqlVi4cCHGjx9vdGtcEhGRNobmM6SYmebOnTv46KOPEBsbi8KzFg4fPhzLli0zyjUuiYioKIamhARBwBdffIEpU6bgxo0bYnuzZs0QExNjtGtcEhFR8cz2nOa1a/K+/pkzZ9C1a1eMHDlSDMzKlStj6dKlSElJYWASEZkgsw3N5s0NPzkBANy/fx9TpkyBp6cnDhw4ILYPGjQIqampmDJlCuzs7AxfGBERVZjZhqYgGG5yAs3rPV0Uevny5eKi0I0aNcL333+Pr7/+Gm5uboYphoiIJGG2oQkYZnICALhw4QJ69eqFt956C9f+PS5sb2+PuXPn4syZM+jVq5f0RRARkeTMeiCQlJMTAMCjR48QHh6OJUuWaC0K3bt3b0RFRaFRo0bSvTgRERmc2YamlZU0kxMU2L17NyZOnIhLly6JbW5uboiMjMSAAQM4sToRkRky29A8cwaQYsnJy5cvIyQkBP/73//ENhsbG3zwwQeYNWsWKleurP8XNRHGsKwaEZGUzPacZp06+n2+nJwcLF68GE2bNtUKzK5du+LUqVNYvHixRQem3MuqEREZgkIoPEWNGcjKyoJSqURmZiacnJz08pw///wzgoKCcP78ebHN2dkZK1eu5BqX0PQw69XTXiXG2hpIS2OPk4jkIUUWAGbc09SH9PR0DB06FN27dxcD08rKCsHBwVCpVBg6dKjFByYg37JqRESGZrbnNCsiNzcX0dHRmDVrlrjGJQB06NABsbGxXOPyGQXLqj3b05Ry5DIRkRzY03xGaYtCHz58mIFZDEMtq0blo1YDCQmGm+iDyJwxNP/FRaErJiBAcw4zIUHzNSBA7ooI4AAtIn2z+IFA+fn5WL9+PaZNm4Y7d+6I7V5eXoiJiUGHDh2kLJdIMhygRZaMA4EkcOLECfj4+GDs2LFiYDo5OWHVqlU4evQoA5NMGgdoEemfRYbm3bt3MWHCBLRr1w5Hjx4V24cNGwaVSoWJEyfCxoZjpMi0FQzQKowDtIgqxqJCUxAEbN68GR4eHoiOjkb+vx/DmzZtioSEBGzevBm1atWSuUoi/eAALSL9s5ju1NmzZxEUFISkpCSxzdHREXPmzMGkSZO4xiWZpYAAwN9fc0i2cWMGJlFFmX1o3r9/H/PmzUNERARyc3PF9jfffBMRERGoW7eujNURSc/VlWFJpC+SHZ49cOAA+vbti9q1a0OhUOCbb7557mOSkpLQtm1bODg4oGHDhvj000/L/fqCICA+Ph5NmzbF8uXLxcBs1KgR9uzZgx07djAwiYioTCQLzQcPHqB169ZYvXq1TttfunQJffr0QefOnZGSkoIZM2YgODgY8fHx5Xr9QYMGYfDgwVD/e0V34UWhe/fuXa7nJCIiy2aQ6zQVCgV27tyJAQMGlLjN1KlTsWvXLqSmpopt48aNw6lTp3DkyBGdX6vg2pzCevXqhdWrV3NRaCIiC2H212keOXIEfn5+Wm3+/v5ITk7GkydPSnxcdnY2srKytG4F3NzcEB8fjz179jAwiYiowowmNDMyMuDs7KzV5uzsjNzcXNy6davEx4WHh0OpVIo3Nzc3AMCkSZOQmpqKgQMHmsxKJJwjlIjIuBlNaAIoEm4FR45LC73p06cjMzNTvF29ehUAMG/ePJNaFJpzhBIRGT+jueSkVq1ayMjI0Gq7ceMGbGxsUL169RIfZ29vD3t7e6nLk5RaDbz//tMpz/LzgbFjNdfX8VIBIiLjYTQ9TR8fH+zfv1+rbd++ffD29oatra1MVRkG5wglIjINkoXm/fv3cfLkSZw8eRKA5pKSkydP4sqVKwA0h1VHjBghbj9u3DhcvnwZoaGhSE1NxYYNGxAXF4ewsDCpSjQanCOUiMg0SBaaycnJ8PLygpeXFwAgNDQUXl5emD17NgAgPT1dDFAAaNCgAfbs2YPExER4enpiwYIFWLVqFQYNGiRViUaDc4QSEZkGi19P05io1ZwjlIhIH6TKAqMZCEScI5SIyNgZzUAgIiIiY8fQJCIi0hFDk4iISEcMTSIiIh0xNImIiHTE0CQiItIRQ5OIiEhHDE0iIiIdMTSJiIh0xNAkIiLSEUOTiIhIRwxNIiIiHTE0iYiIdMTQJCIi0hFDk4iISEcMTSIiIh0xNImIiHTE0CQiItIRQ5OIiEhHDE0iIiIdMTSJiIh0xNAkIiLSEUOTiIhIRwxNIiIiHTE0iYiIdMTQJCIi0hFDk4iISEcMTSIiIh0xNImIiHTE0CQiItIRQ5OIiEhHDE0iIiIdMTSJiIh0xNAkMgNqNZCQoPlKRNJhaBKZuLg4oF49oFs3zde4OLkrIjJfDE0iE6ZWA++/D+Tna+7n5wNjx7LHSSQVhiaRCbtw4WlgFsjLAy5elKceInPH0CQyYe7ugNUz/4utrYHGjeWph8jcMTSJTJirK7B2rSYoAc3XNWs07USkfzZyF0BEFRMQAPj7aw7JNm7MwCSSEkOTyAy4ujIsiQyBh2eJiIh0xNAkIiLSEUOTiIhIRwxNIiIiHTE0iYiIdMTQJCIi0pHkoRkTE4MGDRrAwcEBbdu2xcGDB0vcNjExEQqFosjt/PnzUpdJRET0XJKG5ldffYVJkyZh5syZSElJQefOndG7d29cuXKl1MepVCqkp6eLN3d3dynLJCIi0omkobly5UoEBARgzJgxaNq0KSIiIuDm5obY2NhSH1ezZk3UqlVLvFkXzBFGREQkI8lCMycnB8ePH4efn59Wu5+fH3755ZdSH+vl5QUXFxd0794dCQkJpW6bnZ2NrKwsrRsREZEUJAvNW7duIS8vD87Ozlrtzs7OyMjIKPYxLi4uWLt2LeLj47Fjxw54eHige/fuOHDgQImvEx4eDqVSKd7c3Nz0+nMUplYDCQlcq5CIyFJJPvesQqHQui8IQpG2Ah4eHvDw8BDv+/j44OrVq1i+fDm6dOlS7GOmT5+O0NBQ8X5WVpYkwRkX93SxXysrzcoSAQF6fxkiIjJikvU0a9SoAWtr6yK9yhs3bhTpfZamQ4cOuHDhQonft7e3h5OTk9ZN39Tqp4EJaL6OHcseJxGRpZEsNO3s7NC2bVvs379fq33//v3o2LGjzs+TkpICFxcXfZdXJhcuPA3MAnl5mqWYiIjIckh6eDY0NBTDhw+Ht7c3fHx8sHbtWly5cgXjxo0DoDm0eu3aNWzatAkAEBERgfr166N58+bIycnB5s2bER8fj/j4eCnLfC53d80h2cLBaW2tWbuQiIgsh6Sh+fbbb+P27duYP38+0tPT0aJFC+zZswf16tUDAKSnp2tds5mTk4OwsDBcu3YNlSpVQvPmzbF792706dNHyjKfy9VVcw5z7FhND9PaGlizhusXEhFZGoUgCILcRehTVlYWlEolMjMz9X5+U63WHJJt3JiBSURkzKTKAslHz5oTV1eGJRGRJeOE7URERDpiaBIREemIoUlERKQjhiYREZGOGJpEREQ6YmgSERHpiKFJRESkI4YmERGRjhiaREREOmJoEhER6YihSUREpCOGJhERkY7MbsL2gkVbsrKyZK6EiIjkUpAB+l7Iy+xC8/bt2wAANzc3mSshIiK53b59G0qlUm/PZ3ah+eKLLwIArly5otcdZc6ysrLg5uaGq1ev6n0NUnPG/VZ23Gflw/1WdpmZmahbt66YCfpidqFpZaU5TatUKvnmKiMnJyfus3Lgfis77rPy4X4ru4JM0Nvz6fXZiIiIzBhDk4iISEdmF5r29vaYM2cO7O3t5S7FZHCflQ/3W9lxn5UP91vZSbXPFIK+x+MSERGZKbPraRIREUmFoUlERKQjhiYREZGOGJpEREQ6MsnQjImJQYMGDeDg4IC2bdvi4MGDpW6flJSEtm3bwsHBAQ0bNsSnn35qoEqNR1n22Y4dO9CzZ0+89NJLcHJygo+PD3744QcDVms8yvpeK3D48GHY2NjA09NT2gKNUFn3WXZ2NmbOnIl69erB3t4ejRo1woYNGwxUrfEo637bsmULWrduDUdHR7i4uODdd98VpxG1BAcOHEDfvn1Ru3ZtKBQKfPPNN899jF6yQDAx27ZtE2xtbYV169YJ586dE0JCQoTKlSsLly9fLnb7v/76S3B0dBRCQkKEc+fOCevWrRNsbW2Fr7/+2sCVy6es+ywkJERYsmSJcPToUeGPP/4Qpk+fLtja2gonTpwwcOXyKut+K3D37l2hYcOGgp+fn9C6dWvDFGskyrPP+vXrJ7zyyivC/v37hUuXLgm//fabcPjwYQNWLb+y7reDBw8KVlZWQmRkpPDXX38JBw8eFJo3by4MGDDAwJXLZ8+ePcLMmTOF+Ph4AYCwc+fOUrfXVxaYXGi2b99eGDdunFZbkyZNhGnTphW7/Ycffig0adJEq23s2LFChw4dJKvR2JR1nxWnWbNmwrx58/RdmlEr7357++23hY8++kiYM2eOxYVmWffZ999/LyiVSuH27duGKM9olXW/LVu2TGjYsKFW26pVqwRXV1fJajRmuoSmvrLApA7P5uTk4Pjx4/Dz89Nq9/Pzwy+//FLsY44cOVJke39/fyQnJ+PJkyeS1WosyrPPnpWfn4979+7pfeJjY1be/bZx40b8+eefmDNnjtQlGp3y7LNdu3bB29sbS5cuRZ06dfDyyy8jLCwMjx49MkTJRqE8+61jx45Qq9XYs2cPBEHA33//ja+//hqvv/66IUo2SfrKApOasP3WrVvIy8uDs7OzVruzszMyMjKKfUxGRkax2+fm5uLWrVtwcXGRrF5jUJ599qwVK1bgwYMHeOutt6Qo0SiVZ79duHAB06ZNw8GDB2FjY1L/tfSiPPvsr7/+wqFDh+Dg4ICdO3fi1q1bCAwMxD///GMx5zXLs986duyILVu24O2338bjx4+Rm5uLfv36ISoqyhAlmyR9ZYFJ9TQLKBQKrfuCIBRpe972xbWbs7LuswJffvkl5s6di6+++go1a9aUqjyjpet+y8vLw9ChQzFv3jy8/PLLhirPKJXlvZafnw+FQoEtW7agffv26NOnD1auXInPPvvMonqbQNn227lz5xAcHIzZs2fj+PHj2Lt3Ly5duoRx48YZolSTpY8sMKmPwzVq1IC1tXWRT183btwo8gmiQK1atYrd3sbGBtWrV5esVmNRnn1W4KuvvkJAQAC2b9+OHj16SFmm0Snrfrt37x6Sk5ORkpKCCRMmANAEgiAIsLGxwb59+9CtWzeD1C6X8rzXXFxcUKdOHa21b5s2bQpBEKBWq+Hu7i5pzcagPPstPDwcnTp1wpQpUwAArVq1QuXKldG5c2csXLjQ7I+glYe+ssCkepp2dnZo27Yt9u/fr9W+f/9+dOzYsdjH+Pj4FNl+37598Pb2hq2trWS1Govy7DNA08McNWoUtm7dapHnScq635ycnHD69GmcPHlSvI0bNw4eHh44efIkXnnlFUOVLpvyvNc6deqE69ev4/79+2LbH3/8ASsrK7i6ukpar7Eoz357+PBhkXUira2tATztPZE2vWVBmYYNGYGCodlxcXHCuXPnhEmTJgmVK1cW0tLSBEEQhGnTpgnDhw8Xty8YZjx58mTh3LlzQlxcnMVecqLrPtu6datgY2MjREdHC+np6eLt7t27cv0IsijrfnuWJY6eLes+u3fvnuDq6ioMHjxYOHv2rJCUlCS4u7sLY8aMketHkEVZ99vGjRsFGxsbISYmRvjzzz+FQ4cOCd7e3kL79u3l+hEM7t69e0JKSoqQkpIiABBWrlwppKSkiJfpSJUFJheagiAI0dHRQr169QQ7OzuhTZs2QlJSkvi9kSNHCr6+vlrbJyYmCl5eXoKdnZ1Qv359ITY21sAVy68s+8zX11cAUOQ2cuRIwxcus7K+1wqzxNAUhLLvs9TUVKFHjx5CpUqVBFdXVyE0NFR4+PChgauWX1n326pVq4RmzZoJlSpVElxcXIRhw4YJarXawFXLJyEhodS/U1JlAZcGIyIi0pFJndMkIiKSE0OTiIhIRwxNIiIiHTE0iYiIdMTQJCIi0hFDk4iISEcMTSIiIh0xNImIiHTE0CQiItIRQ5OIiEhHDE0iM/Hll1/CwcEB165dE9vGjBmDVq1aITMzU8bKiMwH554lMhOCIMDT0xOdO3fG6tWrMW/ePKxfvx6//vor6tSpI3d5RGbBpBahJqKSKRQKLFq0CIMHD0bt2rURGRmJgwcPMjCJ9Ig9TSIz06ZNG5w9exb79u2Dr6+v3OUQmRWe0yQyIz/88APOnz+PvLw8ODs7y10OkdlhT5PITJw4cQJdu3ZFdHQ0tm3bBkdHR2zfvl3usojMCs9pEpmBtLQ0vP7665g2bRqGDx+OZs2aoV27djh+/Djatm0rd3lEZoM9TSIT988//6BTp07o0qUL1qxZI7b3798f2dnZ2Lt3r4zVEZkXhiYREZGOOBCIiIhIRwxNIiIiHTE0iYiIdMTQJCIi0hFDk4iISEcMTSIiIh0xNImIiHTE0CQiItIRQ5OIiEhHDE0iIiIdMTSJiIh0xNAkIiLS0f8DQ5wHd2PWq70AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "fig = plt.figure(figsize=(5, 5))\n",
    "ax = fig.add_subplot(111, xlabel=\"x\", ylabel=\"y\")\n",
    "plt.plot(x, y, 'b.');\n",
    "\n",
    "ax.plot(x, true_regression_line, \n",
    "        color = 'k',\n",
    "        label=\"True regression line\", lw=2.0)\n",
    "plt.legend(loc=0)\n",
    "plt.xlim(0,1)\n",
    "plt.xlabel('$x$')\n",
    "plt.ylabel('$y$', rotation=0)\n",
    "plt.savefig('Bayesian regression scatter with true regression.svg')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "260e5e09-1c50-46c8-a56e-ed7b830c299e",
   "metadata": {},
   "outputs": [],
   "source": [
    "# use pymc3 and create a Bayesian model\n",
    "\n",
    "basic_model = pm.Model()\n",
    "\n",
    "with basic_model:\n",
    "\n",
    "    # Priors for unknown model parameters\n",
    "    intercept = pm.Normal('alpha', mu=0, sigma=20) # b_0\n",
    "    slope     = pm.Normal('beta', mu=0, sigma=20) # b_1\n",
    "    sigma     = pm.HalfNormal('sigma', sigma=20) # or pm.HalfCauchy\n",
    "\n",
    "    mu = intercept + slope*x\n",
    "\n",
    "    # Likelihood (sampling distribution) of observations\n",
    "    Y_obs = pm.Normal('Y_obs', mu=mu, sigma=sigma, observed=y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "0d2101a9-5fca-4a3b-9f3d-31b07674b9a0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# understand half=normal distribution\n",
    "\n",
    "import scipy.stats as st\n",
    "from matplotlib import cm # Colormaps\n",
    "\n",
    "fig = plt.figure(figsize=(5, 5))\n",
    "x = np.linspace(0, 5, 200)\n",
    "\n",
    "sigma_array = np.linspace(0.2,2,10)\n",
    "\n",
    "colors = plt.cm.RdYlBu_r(np.linspace(0,1,len(sigma_array)))\n",
    "\n",
    "for i in range(0,len(sigma_array)):\n",
    "    \n",
    "    sigma_i = sigma_array[i]\n",
    "    pdf = st.halfnorm.pdf(x, scale=sigma_i)\n",
    "    plt.plot(x, pdf, \n",
    "             color = colors[int(i)],\n",
    "             label = r'$\\sigma$ = %.1f' %sigma_i)\n",
    "\n",
    "plt.xlabel('x')\n",
    "plt.ylabel('PDF')\n",
    "plt.legend(loc=1)\n",
    "plt.xlim(0,5)\n",
    "plt.ylim(0,5)\n",
    "plt.savefig('Bayesian regression half-normal.svg')\n",
    "# reference:\n",
    "# https://www.pymc.io/projects/docs/en/latest/api/distributions/generated/pymc.HalfNormal.html\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "fad318a4-9999-45bf-abb3-bbd8c0e585ce",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\james\\AppData\\Roaming\\Python\\Python39\\site-packages\\deprecat\\classic.py:215: FutureWarning: In v4.0, pm.sample will return an `arviz.InferenceData` object instead of a `MultiTrace` by default. You can pass return_inferencedata=True or return_inferencedata=False to be safe and silence this warning.\n",
      "  return wrapped_(*args_, **kwargs_)\n",
      "Auto-assigning NUTS sampler...\n",
      "Initializing NUTS using jitter+adapt_diag...\n",
      "C:\\Users\\james\\AppData\\Roaming\\Python\\Python39\\site-packages\\theano\\tensor\\elemwise.py:826: RuntimeWarning: divide by zero encountered in log\n",
      "  variables = ufunc(*ufunc_args, **ufunc_kwargs)\n",
      "C:\\Users\\james\\AppData\\Roaming\\Python\\Python39\\site-packages\\theano\\tensor\\elemwise.py:826: RuntimeWarning: invalid value encountered in multiply\n",
      "  variables = ufunc(*ufunc_args, **ufunc_kwargs)\n",
      "Multiprocess sampling (2 chains in 4 jobs)\n",
      "NUTS: [sigma, beta, alpha]\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "\n",
       "<style>\n",
       "    /* Turns off some styling */\n",
       "    progress {\n",
       "        /* gets rid of default border in Firefox and Opera. */\n",
       "        border: none;\n",
       "        /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
       "        background-size: auto;\n",
       "    }\n",
       "    progress:not([value]), progress:not([value])::-webkit-progress-bar {\n",
       "        background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n",
       "    }\n",
       "    .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
       "        background: #F44336;\n",
       "    }\n",
       "</style>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div>\n",
       "      <progress value='2400' class='' max='2400' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
       "      100.00% [2400/2400 01:41&lt;00:00 Sampling 2 chains, 0 divergences]\n",
       "    </div>\n",
       "    "
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Sampling 2 chains for 200 tune and 1_000 draw iterations (400 + 2_000 draws total) took 114 seconds.\n",
      "The acceptance probability does not match the target. It is 0.9376717475497341, but should be close to 0.8. Try to increase the number of tuning steps.\n",
      "The acceptance probability does not match the target. It is 0.9128530203297222, but should be close to 0.8. Try to increase the number of tuning steps.\n",
      "The number of effective samples is smaller than 25% for some parameters.\n"
     ]
    }
   ],
   "source": [
    "# simulate\n",
    "\n",
    "with basic_model:\n",
    "    # draw 2000 posterior samples from 2 chains\n",
    "    \n",
    "    trace = pm.sample(draws=1000, chains=2, tune=200, \n",
    "                      discard_tuned_samples=True)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "72bb4829-c4df-4650-b1f2-ac5d3fa47f68",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\james\\AppData\\Local\\Temp\\ipykernel_10256\\3821371692.py:1: DeprecationWarning: The function `traceplot` from PyMC3 is just an alias for `plot_trace` from ArviZ. Please switch to `pymc3.plot_trace` or `arviz.plot_trace`.\n",
      "  pm.traceplot(trace)\n",
      "Got error No model on context stack. trying to find log_likelihood in translation.\n",
      "C:\\Users\\james\\AppData\\Roaming\\Python\\Python39\\site-packages\\arviz\\data\\io_pymc3_3x.py:98: FutureWarning: Using `from_pymc3` without the model will be deprecated in a future release. Not using the model will return less accurate and less useful results. Make sure you use the model argument or call from_pymc3 within a model context.\n",
      "  warnings.warn(\n",
      "Got error No model on context stack. trying to find log_likelihood in translation.\n"
     ]
    },
    {
     "data": {
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wYDSDP3r0ODZ3+M87VgqFQpnLVLaCeEHEzp7g5R4K5QrjyEQWE5nKik/a38gcncxC04Em7/J9OVIlEQdGM3jrxhYIHBVvUpbOT49HYedZ3LP56kho0ECXQjkPqqbjXf/nJWzrDOBbD16LVr8DT//+rRfeEURqfHg8i5fPpfHySBrHpnKQVR0Cx2B7VwCfvK0f92xuw4Y2LxhmaStn9dv95k192NLht4Lcp0/FcNOaCFy2S/OxFjgWf/f+HXjH37+A3/3+EfzwY7vB0y9QCoWyRCbSFSRLNNClzMdl4xF6E5suLUTAZbPKoJZLriJDUjUoqg7hDZgQ5lkGskrrcy8XonL1uIDRQJdCmYOm6fjlQAJ3bmgGxzL4X+/ZhtXNngvuJ6sajk/l8NJwGvtGUjg8kYOkaOBYBls7/fjozX3Y3R/Gzp7gigSjTV477tvaDgCYzlXxiX87jE/c2t8gnV5pukIu/OW7t+KT/34Y//zCKD5xW/8ley0KhXJ1sVT1y+uNqun46fEorukOrqhSRdd1DCdKCLltr5tb/huVda1erGv1Xu5hXFH0N3nw85MxqBqWfW1WN3uWNG+5UnEILGRVg9dBwxTKa4PeQRTKHH5yPIpPff8ovvuR63HzmibcajgiL0SiUMPPT8WwdzCJV8+lUZZUMAywpcOP/+/GXuzqD+O63hA89kv7UesIOPHDj+/GuhbyZRjL1xBwCXBcgqXcd2xtw89OtuGrz5zFWzc0Y00LnZxQKFc7ivraV/hNfwHuCqv90oysmbQC51iPpGo4PVOAzyng9nXNK3rsq42RZAmapl/090lNVlESFUSusgWF7pALAZew7P0kRUOiWEPYbX9D1viabYWo6TLltUIDXQrFoFCT4XMIuH9rO3xOATctkn1IFkX89HgUT56I4cB4BroO9DW58Ss7O3FjfwS7+8LwX8QX02vlmm4iB9Q0Hb/13YPw2Hn822/esGRZ9HL4H+/chFdG0vjMD4/h0U/cSCXMFMpVzkoEgU+dikFWNdy/tf2KMjoROPaS1IYyYNDmd6I3Qv0MLsTJ6TwAXHSg+/JIGoWafFXV+L40nIJDYNHi8y173/F0GadnCri2N4QOm/MSjO7SYi4+aTTQpbxGaKBLoQD4fy+O4v++cA5P/O7NCLlt81bfNU3Hc0NJ/GD/JJ49E4ei6djY5sMf3LUW92xuu6IkQizL4DN3r4MOXJIgFwDCHju+9K7N+MS/HcY3nz+HT96++sI7USiUNyyy8tpnnO0BJ8bTZazk3HUiXYHbzr0mabCsahhOlNDud67oIqWNZ3H9qtCKHc9E13XIqn5V9TTf2hnAdLZ60fubbVY0Tb+iFlFeC61+BwSWxcnpPFZF3HAvQxlmfve3+hyXaniXFDPA1WhKl/IaoYEuhQLgLavDmMqSCVM9sqrh8aNR/OPeYYwky4h47PjNm/vwq9d2or/pyglu53JLndz6+/snMJIs4Y/vWb+imdd7t7Thvq1t+Ltnh3Dv5lb0XcHXg0KhvDbkFcjobu8KYHtX4LUPpo4jk1kAwNs2tV50qYai6jgbL6IiKdjZs7KB6VC8CJedt/qhrwTnUmWcnM7jHVvarho1zaqIG6siy2sjkyjWkC3LWNfqtdrRqLoOFldHoGvW6IqKCo+dX1ag+0av0YWxHHa549yXR9KQVa1hTkVpJFeRkC5LV+yc+Op4QlIoF0GuIuGRA5MAgPWtPvzZ/Ztg58lESdN0PHJwErf9zV585ofH4LRx+If/eg1e/uwd+JN711+xH+iFGE2VMZIsX5Ls7p+/cxMcAosvPH7qot0hKRTKlY+6TA2hqumYzlWh1e0nKRpqsrqi49rVF0Zn0PWa6n6dNg52noXfubKuvxVJwemZgiXLXSkibju2dPgvmWLncnB8KofRVHlZ+ySLIgZiBWhG309g+RlAVdMRy9dQlVb2vlwp+pvcaPY6LqqF4Hi6jHRJvASjuvSYj43LPa9IFGvIVqTLOoYrnWRRxMnpfMOz/kqCBrqUNy3/+tIYPv/4SczkG+VSr55L453/50X80X8cR4vPjm9/+Hr85Ldvwtu3tL0h+9F99u0b8M0P7gTHMsiWJZyNF1fs2BGPHX9873q8OJzCj49FV+y4FArlykJfpuD48EQWB8cyyNRNEn85EMdTp2KoSMqKjavF58DOnuBrfjZfihIUlmHQHXLh+t6VzRIXajJyVfmKMPXKVaQVCUZGU2Ucn8ot61hhN5GrF2sKzJhfW6bwQFY1vDqaRqJYW96OrwPPno6jJCroDrtwOlpY1rUZTZVxdDKHmfyVd15LgdbovnHwOwVc0x20SgaSRRGxK+i+e+PN2imUFeJ371yDH/23t6DNTyRl0VwVn/jeIbzvW68gW5bxjV/fgUc/cSNuXdv0hl85NyeBX/zJKbz/W6+gLK7cRPPXruvG9q4AvvTEGeSr8oodl0KhXDksd8KZr8zWTJqY5Q3MCklLZVXD2XjRqs+8WGqyihNTeWvMK4VD4LCjO3hR2bjzUZNVTGYqK54dXy5lUcFzZ5M4PvXaM9Y7e4Jo8i6vzjrgIhNsh40Fa3xHq8sMugWOxbW9oWW/9utBX5MbLhuPYk2GomnLkvHKqoaAy4YNbcs3sroSoDW6bxwmMhUMJWYTKPtGUnh1NL2ir1GT1YtejKKBLuVNRUlU8CePHkemLIFjGWxs90HTdHzn5THc9b+fw3Nnk/jDt63DL/7gVty3tf0NH+DO5b+/fQO+8t5ty6r1uRAsy+B//pfNSJdEfOXpwRU7LoVCuXJYbtbOfHTW77W2xYsHtnesWLsTUdFwZqaAPQOJ17R4t2cggXOpEoaTpRUZVz0jyRKGEyt73GYvMRh66lQMY6nyZZMMuu08dvasTO/hzqALN/ZHlvWdGy/UICoq7Dx30dLlmqwS5UH5ypOn9jV5MBArYDBWxM1rmpZlsrW2xYtb1zZdEVn/83FmprCgykzXdVJ3fRnGRFkeqyJuhNx2SMrKtmer57mzSbw8cnHBMw10KW8qBmYKeOL4DM7MFAAAY6kyfvWbL+MLj5/CdatCePr3b8Enb199SfrPXgk0+xyWo/Szp+P42HcPrkh2d1O7Hx+6cRW++8o4TkVXth6NQqFcfpYSP5REBcliY01g/X5VSV1RNYnHzuPWtU1Y3ewBzzGQVW3e6y8Fc4g+x8r6c+arMk5O53EqmsfjR6dXrA60fqHg2FQO6csYpHUGXQjVZawLNXnZxmWyqmHfcArR3PJcl1MlCaeiBRwaz9RJl5cXGvEsg2avA7YrsCxJVjXcvr4Zd21suaj9x1LlK0pCuhBn40VMZSsNvzPfQ54lBmOXu06Xcn5qiobxdBmicukUJndvbMHbt7Rd1L5X3iebQrmEXNsbwot/fAdu7A/jPw5N4e1//wJGkiX83fu3418/dB06g2+efoepkoh0SQLPrcyK7+/dtQZhtw1f/Mlp+sVEobwJOR0tYN9ICkB9Rnf2WfDicArPnomvqEFOwGXDpnY/7DyHA2MZ7BshAdPjR6dRWmJQfevaJrx1ffOK1+jaOLbBuHClBEKT2QpsHItWnwOrIm64VihDvlzyFRkvDCUxni5DMYLbPQMJvHJueZkXUdGQLIk4MJZZVpC8w3DwJrJlQ7q8zED3yEQWT56cQXEFF2BWimdOxzGRriBnXOflXJvT0QKOTeUQzV98y6bXA45l0OprdCQ330FTjk6nE1c2mqZjd18YXsfirdlUTcfhiexFB8MMw1y0DwNtL0R5U/BPz42gM+jEfVvbAQb43e8fxU+ORXFjfxj/+73b0ep/Y/aaey28//pu/Oq1XeBYBlVJxaujadw2p3/wcvA5BPzh29bhjx89gSdOzJBrTaFQrgqWMtdcFXGjxddY61g/SV3f6sXpmcKKtcTJV2VMZSvoi3jgEFirxtY0GEwUavAswSH/6GQOT52K4YHt7SvaXshp47C5w4+NbT7owIrJSDVNR9hjvyQ9epc1Dl1HpiwhU5YQcNngd5L3dbkyYI+dx+6+MMYzlQtvXAfLMnhgewcAIuMmY1rWITCTr2FVxI22K3AOsLHNB4+Dh6Lq4Nnlf2Z6wm5s6/SvyFhqsnpJlG7vmJOly5YlVIzac55lIILcZ5erZZSiald8Cy9T5n25OBsvIuAS0Hyens1T2QomMxVwDINtF9Fibs9gAoWqjLs3ti679OXKfvcolBVAUTXsGUjgucEkTkcLeMffv4AnT8zgT+5dj+995IY3ZZBrYk68/vmFc/jItw9iPL289g5z+dWdXdjS4ceXnzhzxbZroFCuRJ5//nncf//9aG8n3gCPPfbYebf/z//8T9x1111oamqCz+fD7t278dRTTzVs89BDD4FhmHn/1WrLlzNeyHVZ13WE3DawDIPJTMUynKrfqyvkwts2tcLvXHzl/0IkiyIm0iQgqkgKhhMlPH06hqKoWK9ltomrLOEZpGm6JZk9OJa96HEtRqok4pXR9EW1vVmMNS1eXL8qhGiuinPJkpVNfb0Jum24Z3MrbuyPwGXjXpOSp9nnwHW9oWVlbU5HSX1nSVQuukZXVDSMpsrIrbARmclrMUrrjbgR8djR6ndgd394WddmY7sP27sCrzkAyldlDCeKeOpUDJPLXIhYCkcms/jFmbh17zw/lMTBsQyA2fnJ5XJerkgKjk3lkSiKqMnqstUCxZqMIaP+eCRZwhPHZ5a1f74qL8mh/nI7U1+/KgSeZc+roFno+2CpPHZkGofGstB1XJQBHw10KVc9PMfiux+5AbesieBX/nEfVE3Hf3ziRnz81v5lmTtczXz81n7864euQ0/YDQAXLS9hWQZ/dv9GRPM1fPP5kZUcIoVyVVMul7Ft2zZ84xvfWNL2zz//PO666y787Gc/w6FDh3D77bfj/vvvx5EjRxq28/l8mJmZafjP4Vj+4t6F4oeqrOKnx6M4PJHFeHp2Qlwf/BRr8rIn/vtHM3j6VMyaZO4bSeHIJAlI2/xO3LmhBRvbfLDzrBXkmBPkpQS6cl0/mpXOWKVLIl4aTiFZFPGzEzNLlmxrmo69g4nz1qxOZSs4MJbBien8svvPriR2nkOT1w6BYy96wj2cKGHPQGJZ+5yYymMoUcSZmQJ+OZCYdV1e5iBsPAu/U7D2XyqKOr8n9GCs2BAMTmYq2DOQQKJwcXWyVUlddr0zQPpVv3oujeNTOWtR6GJQjfvwVJR4mqy0YZeu63ji+AyeH0ot+PfZQPfyRHIsgJDbBhvH4KlTMUwsM9A/MpHD6ZkCyqKCk9N5KMvsffXquTSOTOSsnxOG+dpcLrcztarpmMpWzxuUW6UsFzHWiqQg7LHh1rVNF+VgT6XLlKuWQk3GV585i0/duQb/+tIY/u4XQ7i2J4h//MDOK7KVwOXExrO4ZW0TAFKz9InvHcY/P3gttlyE7Ona3hAe2N6Of3puBL96bRc6As4L70ShvMm59957ce+99y55+6997WsNP3/5y1/G448/jp/85CfYsWOH9XuGYdDa2vqax3eh6QnPkoAhX5XR1+TGoJHJqJ/XHBjLoFhTcF1vCO2LPBcqkgKnwFmZKFOGnC6JC0rjPHYea1q8AGYzG2aws5SJpY1jceeGFnAsA995asyWy8sjaciqhnWtXug6yRwK/NJyCwxDtl8sQ3I6WkCiWMPaFnLs832fTaQrOBnN497NrSsub0wWRZyK5tEbdqPV77hoabbTxqEqq3j6VAy3rG1a0oJDSVTgtvG4blUIJVHBgGEwudxJP8cyyFdl5CrSstRdLw6nkK/KlnQaAKZzFRRr5D3rCrmsRZ2iqGC5RUG6ruPp0zFsaPPB6+AxMFPE7v7wea/NRLoChgE6Ak7EjOC6za+hO3xx3iNzFw2Wc2UTxRqCLtt5s9CaDqga0Bl0LnhvXm7HaIHnsCritq7DcrOJdn6+lH85MuPOoAuC4aGiqBpePpfG1s4AVkXcDduZ9/zjR6exvtWHda3eZY3ztZIsirh+1dJadF1MSN4dciNdvnhfB5rRpVy1HBjN4OH9E/hv/3YIf/eLIbz/ui78+0d30SD3AvidArZ2+tETuXhjrj+5dz0YMPjyz86s4MgoFMpiaJqGYrGIUKixbrNUKqGnpwednZ2477775mV8l8qFVuJtPIsd3UEAi8s1N3f4EXTZFjVPqkgKnjkdt4JkYLYH+ELHjOVrODqZQ01WoWmz7qyKMTE935A1Tcf+0QxihRoOjmdwdDK3pAzwUkkUa8hWJKxv9WFDG5GRLjWQZhgG925uxdqW+RNWXddRkRWE3KRH6sZ2HwKuxbMcNYVkBZeb6VzaOAFZ1XFsKodkUbzozFJHwIldfWE0ee1LNuza3R/GWze2wO8U0BFw1rkuL++1VU3Hqoh7yUaUpiPwpnY/tnYGGv52TXfQyGxf+DoMxAoXlAJf0x1Ei88BgWPhdfAXvDZHJrM4PJEFyzK4bW0z7tzQ8prquOeex1KzcTVZxcsjjdnIheBYBju6A2hZpLbzcmd0VU3HdK6KQlVGyG2zAteloGm6tbAl1rXdWc6prGnxWEGtquto9joWfHbWH3MgVlj6C8xhMFbE40eml511HYgVkTLUKoupAU315MW8lZquQ1E1HJ/OW6+zHGigS7lquX5VCJvafXj5XAZfuG8j/vLdW2BbxoPqzUpfkwffevBa+BwCVE3HH/3HMZycXl7LoDa/E//ttn48cXxm2Q6cFApl+XzlK19BuVzGe9/7Xut369evx0MPPYQf//jHePjhh+FwOPCWt7wFQ0NDix5HFEUUCoWG/4ALr8QrqgY7z2JTux8sw1g1k/UTm2avA7esbVo0MKvJZEKYKs6XSC40QSqJMsbTZTx1KtYQCJs1q+ebIOsg2eL9oxlLUjy3zclrRTcmaMudOJ6K5hftGfnEiRm8OJRCq8+Bo5M5xPK182aazN7Fl8JQJ+Kx4871zbh1bRNafA7rPbqYzHHIbcOO7qBVX30hEsUaUiURoqIiW5as+1Nddo2uatToXliWe3gii33G+9LktTdk1jRNx3Nnk1jT7LFKgM43lMFYEYcnFq8JZxgGXSEX/E4BEY8d1/aGlnxtCjUZg/Higvf/nsHEkr/P5+6+1LUSc1GlJC5eplCTVRwaz2IyU8GZmcKCCzGL1ejKqnZJ6oXnkqtIiOVrmM5Vsb0rYL2vS+GF4ZQ1xvrP/3KC9ufPJnFsirxXdp7DulYvPPb5QtzXuhCQLIo4M1PAeLoMHcuv+b1ncytERUOqJOLFRWTos0+EhQ8+ECtgKlvBLwfiDcFyTSZGqcmSiExZalg0WCp01k+56jgzU8BTp2J4/7dewfGpPP7u/Tvw4ZtWXVZXujcqU9kKnjubxNhFmFR99JY+dAad+OJPTl+SbAKFQiE8/PDD+PM//3P84Ac/QHPzrEhy165d+MAHPoBt27bh5ptvxiOPPIK1a9fi61//+qLH+su//Ev4/X7rv66uLgAXXomfydfw1KkYTkfzeOzItDUhqTexypalJQUU9ZzvdVc3e3FNdxAVSWnog2pmdM/33OFYBv1NHgRcNmgaIHAMnCtco1uoKXjixAziBVKju9R6SbeNR6Yi4XR0fnYmVRQhyioyZQnj6TJeHU2fN3DJlqWLrhFdCizLIOCywVZXI73cb9rjUzm8MJRc1j6DsSKG4iUkCiKeH0pCU41s/jJrWu08h4BTWNJ3VFVSEfaQRZrJTAXHp3LW3xiGSFVPzxQuuLBRk1VsaPPi5jVNi26j6zryVRnSRUzsNU1HRVJwLlm2zJBMClUZI8nS0o4z7zyW9j2+lK2yFQlT2QoSRXHRc1wooxvL1/CzEzM4PJF9TUZfS4FlGDR77Yh47PjlQAKl2tJbUNU/5+qvh6YTKfPjR6dx7gLvg6xq1uKbqKh4cTi1YD3+xUyvqpJqLZCJioqRZAk3ro7g1rVNWK5iXNN1JAo1VCV1wXKL8XTZkm8v9tEYjBXxwlAKxZqCeH42a8uxDLqNBZ9b1kQuqhSOBrqUq46/enIA/+3fDuNcsoR/+dB1eOc22ubmYukJu7HnM7dZrYJ+ejyKfcMLr9jNxSFw+NO3b8CZmQK+f2DiUg6TQnnT8oMf/AAf+chH8Mgjj+Ctb33rebdlWRbXXXfdeTO6n/3sZ5HP563/Jicnjb+cfzYVdNuwrTOAsNuOda1eaxJVP7E5PJHFc2eTi7q7W4FS3UTLDJQXe/XhRAkuG4+/+vkADo2TDFncCOwuFJxvaPNhdx+RwG7p8KM9uLJ+Ag6exeYOP7wOHt0hF7yOpdmi9Ebc6Am5ka/On8hv7vDDIXCYylbxtk2tuGFVGL2RxTNNx6fzePlcesFjvVamc1XsGUxgLFVGviove8L9+NFpDMWLCLps0HXgyRMzSw5eru0JYXtXAE1eO3b3zToSy+rya3QLNQWZJSzAvGV1BBvafADIvVwfdDAMY/1t+jwmYgBphXRmpojQeYx1JFXD3sEEpnNVxAs1PH0qtuS+0AGXDbeta4am60iVFj6vpSit5mbHV1JBrKg6oJNFka6Qa8F6XG6BPrqvjs6Oe7kGYsvFJrDoCrkQctvAMMxF9yTW6upydehWYC9dYFFmQ5vPKl94bjAJXdeteuuLzRKbPD+UxGCMLIJEPHaomo7xdNmQyC98XcuiYu1jous6huIlXNMTRFdoYfn/0cmctbiy2EhvXtOE1c3ueecjcCw6gy64bBdvKUXNqChXFTP5KkZTJdg5Ft/76A24xqgZo1w85gNG13X83xdG4XXwuHF1ZEn73rO5Fbv7wvjK02dx39b219RWhEKhNPLwww/jwx/+MB5++GG84x3vuOD2uq7j6NGj2LJly6Lb2O122O3zfQwuNJfy2Hl47Py8Sb4OksFKFERs7vBjIlNZtFZVWyBSMl93odcfTpQwli7DXVe3Vm/2cr4JoKxqODCaAccyGIwXMZwo4dqepX1fVCUVewYTuGlN5Lx1t3aBQ7/Rx3dzx/KM/RYyAizWZJyYzkNWNThtLBwCh1b/4lloSdHAswypG70EqhqBZeCx8zg2lcPaFi86jIWCpcQfpjzx9EwBD2zvgN8lYCJdacjMn4/6XpoOgcMZYwK+XGdbRdXQE3bNM/hZiGRRxLlkCdu7A7htbTMq8mzgqWo6vA4BAZftggGYrpPaz4FYAetbfQtuI7Asrl8Vgs8hQFY1NPsc4JeZajvf/MdcDDo2mUNVVrGrLzx/nHMupXkH5SoSEkVxwRpyYDYIY86T2+8KuYgh3XlOibPqOl9fRVhFUjCdrcLr4JEsEnn8DavCS77+c+tU629JXQda/Y4GE7PFaPY6YLZPvmFVGGVJsZ439ZdE15d/jWqyCsXwNVA1HRvbfJjKVjEYK4IBFuxIYt6zPWGXZYqm6cBEpgKXjUPEswQzqgWGaT6bzF7R9QssmqZDVTUoqoYjEzls7fSft1/vQtCMLuWqYf9oGu/75svIVmT8+2/tokHuCsMwDH7wsV34ynu3ASAuqP+wd/i8/XIZhsEX7t+IXEXC3/9i8SwShfJmp1Qq4ejRozh69CgAYHR0FEePHsXEBFFDfPazn8WDDz5obf/www/jwQcfxFe+8hXs2rULsVgMsVgM+fysjPWLX/winnrqKZw7dw5Hjx7FRz7yERw9ehQf//jHlz2+C82j8hXS83EmV8V0rjqbwdB1ZMoSjkxmwQC4rje0aIsIZaFA9zyvWZVUpEoiTkYLWNviwc6eYEM24nxyVJ0klMAwjBUQn0uVl1T7JykaZFVDRTy/edWh8SyeP5u0JqELTUY1TUeuIjXU2e4bTi1av5k3+r32GQF0VVIXzYKOpspIlcR513ylepybvW/v3NCC/ibPsjJ+5rVjQAIDn0OwstVLIZqrIlGsQVI0JIsiJCO4WG5G1+yju1DGW1RUDMaK1vu2bySFWKEGTQP8LgFt/lkFQFVW8cJQEqubPfMcxeeGDJoOxAvivOxYPSzLoM3vhNvOI+CyYXtXYMnXJleRsG84dcHsuK7rKInKou9b/UIRwzCI5qpIlUQ8dzaJMzOLmx4t5R3QdR2vnEtjJFnCyek8REXFeLqMQ+NZ69jsAhndpaoiXgslUcHpmQKmslVMZCqIF0SsafZiTYt3SX1t50qcdegLehZciBeGkjgzQ+4Rh41FpixZ92l9MKjr+rKz7d0hFzoCTqiajmfPxBue14vVuXcEnPN6XXMsg7dtakWmLFmLJ+dj7jMwmqviJ8ejeGEoiXPJ8rxtMhUJ+8cyKIkKypJywSz4QtBAl3JVMJYq49f++VVEczV87yM3YHtX4HIP6arEznNo9pLVtKdOxfHVZ85e8OG2oc2HX7u+G9/eN4bhxNJqgyiUNxsHDx7Ejh07rNZAn/70p7Fjxw584QtfAADMzMxYQS8AfPOb34SiKPjkJz+JtrY2679PfepT1ja5XA6/9Vu/hQ0bNuDuu+/G9PQ0nn/+eVx//fXLHp9+genrK6NpDMVLKIoKijVlVnaIWefkRFFEsigumn1Q1Pk1nlaQuMDr6yCOuasi7gWDgPMlMW08i7esjuC63iCuXxVCi88OO8/i8EQWh8Yz5z1Xj4PHnRtaFnXwVzXdylJkKxJKooIfH4s2uEmbKIaJUX0mvMlrR74q49hkrmFbr0NAe9DZsCBweiaPPQOJBQP0da1erGn24NjUbNCcLIp4+nTMatu0XDJlaV5NpcfOw8azS8rkmZSNgGEsVcbPT8YWNd9ajMF4EePpCoo1GftGUigbgfPcxY2arFqLAwvhFDiE3DaI8vwJ9ImpPAZiBaRKEnRdR5PHjmu6g3DaOIwkS9g/OnufOHgWu/rCCC+hzyfDAKsibtyxfvGmQ6qmI22YbS2FuZ8pHaTd0Imp/KL9m2VVtz4DC6HNCaYANNQlLzqWC8QiiWIN/2fPMAZmCshVZDAMAwaMdV8HDbM6K6O72Otcokxvs9eB/iYPFE1Dq98Bv1PAvpEURpIlPHM6fsEFhLn9hnV9VuWwbySF8XQZjx+dvmDNvtPGYTxdRkVS8NSpGP7z8BTOzBRwKprHz07MWNtdjFhjXasXThsHlmFwTXcQIbcNO3uDuGN9y6KZa0XV4bbxC8rMizVlSfXk56v6zhrlA/WxrMfOY1WTBy4bj7esjizZHb0eGuhS3vBkyhI+/O0DsHEM/upXtmAbDXJfF379hm7s+cxtVn3YV54exDOn4wtu++m71sJl4/A/nzj9eg6RQnnDcNtttxkr843/PfTQQwCAhx56CHv37rW237t373m3B4CvfvWrGB8fhyiKSCQSeOqpp7B79+6LGt+F5pTXdAexqsmNnrAL6+v6OOo6EHAJuLE/gqlsBftGUji3gKEKsFBN4PlfdDRVtlqvHJ/K49B4tiEzKioqonUBZKEmzzPDYhgGHpuAzqDLysRNZc8fBOYqEl4ZSS9qTqNoGliWweZ2n5WJ29DqXVDaJ3AMblgVbjBZWdPiRZvfsaCb8qqIGxzLWFkvUxq9WAb4ZydieP5sCqejeei6btUxx/LLN6jSdR0vDCWtAO+cMfGfzlWRKNSsCfdSpMvpMsliCzwLjmVg41n8+Fh0XpCwGDf2h7GtMwCfU8DNa5rgtJHp7FwzquFECS+NLO4rwbIMSqKCbHX+69Znj14aTkPgWasO8eR0HjP5qnWP8hyLZq8dL59LL1qDbr0mwyDktsF7Htl7VSbmQ8miiESRGDCdL2CvD/ADLhvesjoCjmUwmi5bPX/nIqsayqKCo5O5BY9d/3lcSI69mBzeCpCNXSRFa7iX88bij9cpwCGw6A45YeNZywzOHKuZOKx/DsiqbsnbL6WgOVGsQVZ0dASc6Aw6wbEMXjIchdULqAbKktpwveoXDEqiYgX0F/qcrGv1YnWzB+mShFPRArpDLvRGXPMCZE2/0DLkfM7MFHBwLAOWJe7e55IlHBrLwmnjFq3RPTGdx96zCeQrsnW/SYqGE9N5bO30L1ijO/cZXn8t8lUZqqrjjvXNuHlNE3b1kVZY9feyQ+DQ5ncYC2nLPEkDGuhS3tCURQUf+tf9iOaq+N5v3oD37Oy63EN6U2GurtVkFc+cjjdkIOofcGGPHZ9661rsGUxiz0Di9R4mhUJ5jVxoktHktcPnEKysbN2ekBQNxZqM61eF0RfxLJr1UufUV86tQ6tnOlfFWLqMmXwVFUmFnWfBMvO3O5csQ1I0PH50GvuGU1aQVpNVPHc2iVi+hn0jKRwaz0JeoiyOZRiUJQXVRdr6mKdhFzj0hN0QOBaqruOlBYz8BuOkzczcHp3rW324YU7dZK4i4ehkDhzDwGsnQVLAZcMD2zsWrPk7Gy+iWie1LIqKlSE8n3y5Iik4PJGdF8iYP+aMoNBl4xHx2DAUL2I0VV6W6/KJqTyms1X0N3lw39Z2rG/1Ym2Lp8H5WtP0RVsn2XkONp6FwLFwCKzVmkqeM+busAudQScmM5UFF05kVUO734G+hWp0jc1ZBmgPOOBzCHhpOIVUScRbN7Tg1rVNVlAgKRpSJQl2Y0znQ9N1TGUr51UOOAUON/ZHEPHY4RQ4dIdc522PuJDcdEObDzf2hxftwVuRFByZyGE6V11w//pfmedUn61frAZ+7u9PRfN46lRsNuNvGHetirixqd1vBfxuGw+WgWXSxTLzM7qqpltjuVSlu/mqjFafEx0hJ4o1GZOZCjwOngRmmn7BGmxV0xs+z7reeN36mzx4YHvHvMCwKqkNCxIOo8Y/6LZhZ3cQfpcAnmXnBaKari8ru61qOqayVQRcAjRNR74ioyPoRKEm46fHovNUEcOJEvJVGZ1GDf7eswlLJWA6LtcWyeaeL9u8dzCBI5NZ2HgWJ6fzlpS//v5RjWeAquk4MJa5oNHbQtBAl/KGRVI0/NZ3DuL4VB4f2NWDnT0X3xid8tpwCBx+9rs347fvWA0AePVcGm//+xcxVpe5eXB3D/qb3PiLJ04veUJJoVCuDC6UM0gWRZRFBfFCrSGjpetEdXNiOg9F1bCl09/QR3fPQMJqgWJmOsxXOt8rHhzLQNV0VEQVw4kSukIu7DBkpfW47BwqkoIhw3CqKqtWWw+HkU10CGQqVC9fPd/E0W30slysXk/RNKtP6DOn49A0HaejpFfo3OOG3DY0ee1IlSRMZiqoySqePDGzYA0kwzAo1UidmjlJVjUd0VwVsXwNJ41rbI1DJcZcPSEXOkOuhgB0bkBYz7HJPCYzFaTnSTDNWmPyc6vfgR3dQezuD2NnT3BZ7q81WYUOIFUS8fxZ0lpofauv4f07MU0CJFXTUazJDd8b4+kyEoUaZFXDC0MpSIqGkqggUWicCI+nKtg7mGzogVuPKGsYS1dQXCA7P5uhZiwjnpQxwTdrZwFg/2gGT56cwb6RFDa0+ubV6I6myg3tkyRFQ7wgnlc5wLEMmrx2OAQOXqN+2WnjMJWtWO7Ljx+dtsqB6oOTtFFHW6zJCLlsuGFVGK4FpP1VWUVJlLGzJ7igA3Rjje78MS52C5m/NnfpCDrRHXLNthwzNjgxnceZmQKOTeVQlVRM56rQ9Nl+1nPbC+m6DlnVIPAsFCMbPRdRWbjFzXIoiwrOpUqYydZwNl5CoaagM+BCsiSiLCkXfBZqug6hLtAlrssXft1fDiSwd3A2EbBvOIUjEzn84gyRS5dqCmL52rz2P6bfAPm33qBiWQgGJNjuDrmJu/fZBCRFg98pQEOjKkJWNZyK5vHKuTTaA07s7AlaKhKAzP3u2tiCiXRlwT7k854Jc36cyFTw5IkYnj0Tx2iqjJKooFK3CJcuiTg8Tu4PmtGlvKnQNB2f+eExvDSSxsY2H25bu3itC+X1gWUZq05O1XQEnAJa/aSeN1GsgWcZfP6+jTiXLOM7L49fzqFSKJRlcqFJxqujaYynK6jJmpVdA8i8xnQKnchUMJ2rNkykCjUZp42gzswGm5P2xhrB+a/Z3+RBT9iF/iY3XLaFjXqcAmcFsM0+B0JuGyJGAHFDXxhNXjs2d/jREXBifdusA+75zlfgiAFLT3hhp15Nnw3aK4aByqloHlPZ6rxsSbPXAZZhcHA8g8MTWewfzaCvyYN8VcaBscaMn98poK/JDU3XrWtjbvfqKDH2ieZmJckb233Y3R9GxGuHrGgNgcn5DGTNSflCdZ/1/zex8xx4blZauJRJfcAlQOBYjKcryFYkZMoSFFVreM32gBMb23xgGRIE1NfEDsVLmMpVUZVVDMVLKIsKapKKwXgJxboaSkXTUJEUaJpuBan1uGwcwh6bVePbeL5kLFPZiiWp3tUXRsRjx0CsgBeHUtA0Hc1GrXZHwAnPAmZJJVFpkGQLHIv+Jjfetql10etDguHavBrdQ+NZHBrPWtfpVJSYz9XfVxzLwMGzVvunZ8/EkVzg3AWOxT2b2xate1zQzK3uvV1qRrfZSxZEzPlBVSYmX8mCiIqkwsFzYFlyv3EsgxbDVdfKnBqHM43GBI7ByWjBWiCpZ89AEr84s3AJ1VJpDzixvtWLXFVCR8CJLR1+q1a3WJtv3mUaaQEkSxnNVS2PAnI9Zi9bWVTw+NFpPH50ep4ZmekYbr63XSEXEkXj86wT46ahRGleRlmrM6NKlyQcGMuc1zuFZRlsavcRQz2JOEoHnDZs7Qzgrg0tDcoBszzDxrHIVSR47QKyFanBb4VhGCiatmDN8dx7Ye4dI3CMpRwp1BSURaWhJMDnFLC2xQOHwOK6VUHaR5fy5kDXdfyPn57Gj49F8adv34Cffepm3LRmae1uKK8PN66O4OHf2gWHwEHTdHzw/+7H7/3gKG5b14zb1zXha8+eXdQgg0KhvPF4S38EvREXWvwOrJtTo+tx8Lh1bRNSJQkHxzKL1uiaGZ/ZCd+FX5fniJTv+FQeh8ezKM+R5DIMcHQqh0JNQbPXjpvXNM1rCaRoOlr9Dmxqnw10z5ednMnXsHcwsaisVtd1eOw8Nrf7cK3hUtoVciHoFuZJRGuyinWtXtzQSxRJZVHBulYvmrz2Bc+/ze+ErpNADyAZ4RYfkdV67HxDyxuABAvRXBUvDqUagsjzyS8XkoyS85o9P4DU+T1zOo5YvoaxOunyUsTLpEaVh8CxuGl1BB47jydOzCBZnP1eaPLasabFC4ZhcF1vqKFF0x3rm7G9MwC3jcdbVofhcwrwuwT0GlJxk4jHjoqkYsiYmM+t4WVZBjVZQ36BGl0zzjtrBCTmtQaAwVgR6bIIRdPRG3Hjge0duLY3hOfPJhc1XTRfm2MZBFy287ool0QFrxj9j1MlEY8fnUaqJOLODS3Y1Real02tV/0HXDbc0BeGnees7KapQph7fhVJwcsj6QW/j82387Z1CycSFvuIzP39vuEUhhOzQZ15n3QFnXDbiCzbznPoCBIXYPM5MNeMqmYE/U6Bg51nF8ysLtW8y2Sxz3BJVK3ngo1ncWamgHxVRkVU5r3q/tEMjk7miPGZVV/M1D0HZ/eof73FpOjm+fdFPNjQ5kPIbUOqLKGvyYPVzW6r5ZBJ/b1g+iHUZ+gVVZt3XRiGweGJLGbyVbT6HchUJLwwlGzo+Uuuw+z9c3giixeHU2jy2q1Fwaqk4uBYBls6/PMWUxZyg577c5vfiTs3tGBrpx/XdAesz5d5Tg6BI621lth2bCFoH13KG45/2DuCh/aNYWd3AA9sb7/cw6FcAB3Ax27tsx68f3TPerzj71/A3z49iL9899bLOzgKhbIkLhR0mu1r5rok69BRlhTECyJuXB1GPF+znNvnYrp2mpmbhowudMtwqViTMZQowc6zaPE6oMGYyOs6hLpUJcsw0DRga4ffynAUazKyZRlBt4D9o2SC9sLZFGL5Gu7e2GLte77aMpeNg6hoyFdlMAyZeNdPDs1h2wXOykCYTrL1WbL9oxnM5KtY3ezB6mYiB1Q00teyL+JukAgCRBlzaDwLt51H0D0brC/UAxUAjkxkMZWtwM6zcNv5BrdmXW/sOWxSFhUcGs/AZeOg62SiyxtqnbnBf8AlQNdJvXS2LGFD3ULBhRhJlJCtyFjX6kXYY0dNVrG5w98QkOUqEqK5Glp89nly4Po+n247cYIVJRVOgWsIIE1nbPM0FU0HXxdfSoqGkEvAqiYPkcVyjZJTANjQ7sNwooSIx47jUzmMpsrY2RNExGOHwDVev7DHDrd94QBWVslrq5qOWL6GF4dSuKEvtGBNr89YHHLbeSiqjvWtPrhsnNXXfm75z0L9g1dF3LDxLEYSpQWly+WagtFkGa+OplGVFNyxoaXh7+b52xcxAlqsDc3c+0RUNJyKFuB3Epm+U+CJ66/AwV2XAXfaOPRF3HDbeSu7C8x+nmrGIpbLxmNDmw+3rGla8PWXSr4iY+/ZBLZ3BXBiOo8d3SRjmC6JYBlgdZMHZ2IF8CwDzugZ3d/smad0WMhAjWGIFH8mR0za6u8/ALhva/s892KOZayaVIdASi5Cbhva/A4wYJAui7Dz882iNE23nrc8x85zg3/ubBIlUbHq+GuyiqdPx9ERcMIpcIjmqgg4yfPkmTNxq/c2MHufCRyDHd1BPHM6jsGYht6wG8WajFRJQrGmLNjWS9fnqwIWWkCsyMSpP+AU5qhJGEgKkahrmo6XR9LY0RVEd3h5zss0o0t5Q/HIwUn8zVODeOuGZpyMFvDiAuYelCsLjmXw7ms6rVXh41M5aDrw/f2TOB1dvBcfhUK5clhI+mhi1oWVRAXpkojhRKku+wfkyjIGYgXUJBVrWrzwu8ikam4WyXS5nW9oRY5jttCR1dlMgaxpmMxU0GJkGer7bLJGj1yHwMHvFIyaUNLTV9NJ5kvgWDhsLASexUHDkRg4f01ywGUDz7JIFkU8czpuZQtNNF1Hqabg0HgWjx2ZxtlYweq9W9+Cw+fk4XXw8DsFTKQr0DRSg/jT41GMJOdnvW0cC03XUZVUBFyNWelorjqvHRHLkAl62GO3JM8mLw2n8ONj0XmvIXAsfA6BSJGh4xdn4njqVGzedpKiodnrwMZ2H3Z0BXDnhuY6s6FFLx0Acr+ky1JdIKNbxjv1ge5wooShRBEjyTJx607OXueheBGxfA2KSt5/WdWg68DpmUJD9urAWAZtfoe1aDC3V3NNUTGZrWJgpoCfnZjBaIq0fkkWRSsRFzLuk+FEycpwHRrPwmEscBwcy+BFw5F3e1egob/u3GsGkCxYrFBDuiwuqhzgOda6P502DutaveBYBo8fncaJqfy8/eqDzkShhl+ciaMkKmj3O7CtK7BgUKoYQVWLz47iAnWtC7loMw1/XyzQNfcjW+/qC6O/yWPVwpsMJ0o4PJHFkYksijUZ+0czGEuXST1/nemT+Vk0zd+cAgdZ1ZCryg1Bp6rpODaZm+esvhimqdpMvgZV03HGmI9UJBXRXA0zhSqOT+UhKhqcNs7qObzYk6H+cvBG2pWZY5DX4nPgge0dC7bocfCz0m4AePlcGi8Np3BgLAOOZZCvyogXavPUGGTRivw7USTZ//rM8dyaZZ5lsLbFA79TwInpPA6MZVA2gmros8HteLpsBaocy2A8XSbmbQEnyqKCXw4kcHwqh9vXN2NgptCgxgDIdVpMumy+byPJEvYMJDCaKiOar1rHMLdLlUQcm8xBVDTYORYcd2G1yFxooEt5w7B/NIM//dEJ3Lq2Cf/0gZ3Y85nb8F92zHeapFzZvPuaTvz9r+1A0G3DF39yCj86PDVvgkahUK4syqJiTSAlRcNArIBcWULZmPwdGMsglidmMqrWGCaaGYaz8RLGUmWIiopUSZy3UCnXSZd1XbcC24qk4LmzSaSMSZDfKWBLhx8b23xo9jqwpsVjBbj12Q5zLhnLV8nETwc6g07cvbEVPgePnT1BBN02dAZd2NjmQ6tvNtNszs9i+dqCTp/3bG7F1k4/2vxOeObIQnU01tvNFGoYShQxla3iubNJK8CP5qroCrqg68CxqRxkTQPDAO1+J/JVGS8Np1CRFKtOL+CyYXWTZ97kOVGo4cAYCRLqjcC2dQUs0ypN1+e07Vh4+ierGnxOHg6enZfVrn/Nh/eP499fJV4LLMuAYZiGv/9yIL5oy6NMWYLHzsNeJwnV9Vl3VZNN7X7csCqMzR0+JIsiTtUtjI6mykgWRciqjoFYERVRRb+RlZ2q6yls48mChGmUM1e67LHzaPbakSyK6Am7LYMjUVGhG47h09mq0WvZgbUtXtiNgOSXA3HIKgn42wMLqxTqEVUjULNxWNviwb2b22DnOdRkdV79cE1WMZWtkHEYJkzm9U2WavMyrPXXzcaTIDmWr2LvYBJ7BxOYrjO+MttcuWwc3rqxBV6HAF3XcWIqj2xddtIMeEi9KTl+vSvwYv1y52Y8K5KCDW0+eOw86Q9cFnFmpkDuL51kwRkQ47Cg2waHwOL4VB7TxntmHs6U9Dps5O/7hlMNCxdm657F2uPMxbxm/ByJdFfIhQ1tXkRzNXSHXBA4Fh1+Ut9P6kcXOe+6p5757DEX2+bK+fePZnBkzufDqmGWyOeA9GW2Y2ObH5quI1kUMZGuzKuvrw8mTTf1hczVTHiOxfpW4np929pm7O4LI+iyYX2rD3esb7ZUA0cnc9YCCQMGY6ky7DyLsqjgZLSAd25rx/1bDVUlM7sgUr+ANf8ZYih9jN+7bByavHZ0BZ2oSrNGYubfQ24bNrT5YONZXNNDa3QpVzGTmQo+/r1D6Am78Tt3rAbPsWgPOJf8QKNcOQgci3dua8cfvm0dXh3N4MtPDuBbz5+73MOiUCgXwMy4SqqGwVgRh8azePZMHJKq4vb1zegKudDktWNdq7dhQuMQWNy5oQXFmoxjUzmMJMrWpHXu8c1sRaGqWCZVZibM3KdkGJYAZFJVEVUcm8rjxHQexbqJOGNMMg9N5JApS9ChWxmy+u8OUdbQG3FhTYsX13QHrXEDxGTr4FgG+4Zna1xHU2U8cWIGsqrj+lUhtAecePpUzMo46ka2eHOHD9etCoEBMSqKeIh8OWeM0ecgUr1WvwN3rG+GwLGkpjZfhcfOwSGw2DuYxMt1bsEBl4ANbT4r2CInShYTvA7emijOtnQhwfrzQ6mGYGhLp3/BlkT5qoyRZBmyquPgHDOs+om8WfdqZj9PRfM4OJbBZKYCBuQ5v1ifVVXTjQUGp9UTtSypeOpUzHpfARIQtvodcPAcdveFceeG2VrRuze1Ykunn5jU9AQR8doRctvQF3GjqU4a3x1yQdF0pEoSNE2fFxixDANJJdl2nmWwuYNcl86gC5pG7r2hZBEHRjOoSAoiHjvu2UxMpIo1BZKs4chk1rpvnz4Vw0BsYaWSpJAFnGKNtKkxazSfO5uc13pqMlPBK+fSqEoqClWF9NGtynjbplbcvKZpfkZ3Th/dnT1BOG08CoYxV73Bk1mjrhmLCwOxIrIVGTP5Ko5O5azjTGerCLlti9ZHLpTRPRsvYjxFAlQGQLJYwz89N4LnBpM4MJbFT49Hoahk0aXFZ8f2rgC6Qy4MxovwOnn0ht3WPTEwp92M2dqHZRjwHIOIx9Zg+uR3CrimOwDfAoZg5xt/fWBmQjLK5HPFsQyGEiVkyhJx/8X8wJLsP3tsU1qvanqDqVi+KuN0tAC/U4DP2ajK4I1s5YnpPH56PIqIx46b1kTQ6neQWvCwC1u7/PMzunX/7gw6cevapnmKj4btjUUvlgH8LgHNPnL8fSOpeTLsenXNWLqCkWQJmqZjR3cADMOgKJIa71URt7WAUt/n+EKGdm1+JyqSimafA2tavFgVcaMqqYgXyXPAIXAIuW3gWOai+ybTGl3KFU9JVPDR7xyEpuv42C19eM8/vYx/fvBa3LWx5cI7U65Y3ndtF75/YBJT2Qo+87a1AICZfBWvnsvgge3tdBGDQrnCMCdYLoHDdb0hHJkkGQlVwzyDJxNN15GvypjKVnH7+mYkiyJ8TmHBPq6aTvpPVmUVJw03WYBMdja0+jGdIxPokqggVZKQKcvoDbugaBoCTgEsy8DOc9AwK6HVdGB3fwiHx3MASKYsmqvCY+dxeCKHa3oCODGdw0iSx5Y6syNN1y05KkCk24qmQ+AY+J0COIbBaKqMVEnEulYvREWra59i1jaSbMW5ZLmhpZI5OWcY4FS0gK6QC06BB8sw0HXdMMFxwu8U8PjRaWu/6VwV+0czlpu9SbPXMa/u2WsXUJNLSJVEOG0cgi5bg2GRouoQFRU2rrEvZ5vfAa+DRzRfnVcjbM5Zq5KKkNsGO8+iL+JBviphLFVBrFBDoihiU4cfN5+nflLRdMTzNQRdNvQ3e+CykT6v27sCVi0zAMQLNVSM7FZfxN1Ql2vCMAw4joWdZ1GsKbALbEONbqJQQ2eQZN2TJbGhhVSqKEKUVbhsHLZ3B9ARcDbULWu6bhmpiYoGRdNxcjqPkWQJm9p96G/yQDFaRp2M5tEbcaMz6ELAuXCfaFklWTlTlr53MIFreoILGiKdmM5D0wGvQ4Csatjc4YfHzlvnVr9QZDo0z6Uj4ITcGUCyJFqScB2zmbd8VbZc0HmWwR3rm1FTNKtGVFRURDxEEbBQFtMMFMuiAk3X4XUIyFVkJEuzYxFlDTzH4uhkFkG3DSG3jbgSs4wV6Gu6bmUgNU1HW8AJR1nChjYfxtJl67VVbbZud1tnADt7Q/PuiXRZsjK0F8KUbpsLaeYpxvI15CoyVkU8Vo273ymgze8gteJ116Jc12Ks/hKZn/FCnQO4ea0mMhVs7fTPq1+de40nMmWE3HZ47Dw0TQfPsdZiWD31rsum0dn5qEgqnj0Tx/augFEGols18IfGSV9b870xx6hDx47uIA6NZ5AoivA5BOwbSSFZFBFy2xqUEjbjGb5Qja55kc5n9nc2UYTAMeja6UZNVlGokRrdl4ZT2NYVmPdcuhA0o0u5otE0Hb/3/aMYTpTwD//1Grxzezv+/P6NuG3dazMhoFx+WJbB/3zXZmTLktVu6Lsvj+O//+jEvFoPCoVy+TEnWIqm48BYBrkymcTJKmktUazJyJQlDMSKDROZQlXBSLKEfFVGV8gFf53pSD319W+mlFPVdJyKFjCdq1qTWr+RCWEZsn28ICLgErAq4obXObt+zxmBo9smwGYY6lQkFSem86jJGtoDDjgEDn0RD3iWwZ7BhPUamk4klnPHBxA5ndvOIVkUcXI6j4dfnQBvGMkAZEz5qoxD41n85FgUmq5DlFWIRkBjTta3dASwuy8MXQdGUyVIigZJ1XB8Ko9obn6rDpdAWuGQ826cKI4kSzgxNbs4kCzVICqk1ZPZlsiUIU5mSMD885OxeZl1hmHQ6nPAv8DChfmejqfLmMxUEPbYsaXTj9XNXrxjaxs2tvmw3nCaPTKRbZBR16NqOkqiYrXi0XSSae8JuxtqdAdiRRyfyuFUNI+nT8cbegufiuYxkyftmiazpP/wYLyAc8kyfjmQwNlYAZOZCvaNpCFwrCEFrjb0PlY0HTVFQzRXQ6oo4vmhJMbTFTx+dBrj6XJdPSExvDo+mbPkvKeiBSPIBYYSJctvYmO7b95ChImkaLAbvZsBo5ewTmpVD41nGxZ/OJaBnWcRzVWt+mVR0fD40WmcjhYaPl8HxzJWT16WYTCTr+LnJ2Moiwp6I270RdwNPWfN1zeNz/qbiPRf1XU8czpm1WQrdYHlQpgxzLNn4vjlAOn/2uIjPaELNYV8xhlgdZMbvRE3nIahWXfIZUnq81UZRyZyyFVknIoWMJQo4WysiJDbZhm0zb4eyUIyxrVMFcWGQGrfSArj6QrSRvb+QiiqjqF4CWNz7tOxdAmno3lMZ6vW+9wecFrBYP2hG1ugzf577nXTdR3ZsgSvg8c9m1txYCyD/aPphvHP/UzvG05bknNVIwuGC/XI1fVZM6qxdBk/PhZdcCHRROBYbGr3w+sQcCqax+mZAoo1Bc1eB3Q0Gp2ZzwxTmbOu1Ytre4NIFGrWPO3mNU04GS0glicLHGaQrGMB6TJmjwcQ9/KkUZqRKUsYT5exrsWL3f2kk0qyKOLEdJ6UVDiE8zqVLwbN6FKuaP726UE8eyaOL71rM3b3hcEwDD70llWXe1iUFWJzhx8f3NWDb+8bw3t2duIzd6/D/dva0WzIrE5F89jU7r/AUSgUyuuJpJLgqb6e8chkFtu7AmAAcGZJn1FL2hZw4MgkcGwyh1VG1muhHp06iMRyboAU9tgwla2AYxl0BJ0kA9cVsALddS1ea3JVP8FkGFIrG82RQMht4xFwCrh3cxsEjkE3QybbPMdgY7sPbX6nVf+2gImtNUnTNB03r2kCxzIYjBeg6QxuX99svTbJsJBtWYZI7kbTFXAMsKbFC5YlbqLPnoljU7sPPMfiZLQAUVbhtvPoDrmQq8j45cBsP1BV0+F18OgIupCrSA3Zn0JNxslpEuTaBRZrW7zoCbtxfCpvyaU1bXZS7rSxyJZ1hN32edmvTFmCpgEhz/yskPmSrX4HRpJljMwx4eI51nC/BiazVUxkKugKuuZl3TRdR8RjB8MAJ6fzuG1tE+w8i5KowMazliz7hlUhqIbceO9gAmOpMhiGGP386Mg0bl3bhLDbjuF4Cd1hJ3Z0B3Fmpoiz8QImsxVE3DbzNsSo0eOz3uFY1XT4nQKavXaMZyq4vjdsSZsZkEWS0VQZNo7Fjf0RYuoV8SBTllASFfziTAK7+0IIu8+fQTORFA1OG1EOiIqKuza2WiZDQKPpU01WUawpODCWQUfACVHRrCxhsiQ21Crm6uT6LMPAKXBoDziQKIoYG8vgXLKEmqzit27ph64T+S/DMPA6eFzXG7LMi35+MoYjEzmsbfEgXiAGTaacdqGwUdf1eQFloSaDYxmrZp44TZPM/7kUURhEczWr97CDZ41MOuB1kLptr4O4aP9yINFwr8fyNSv7fWI6j5qioifshtPooU0CUgdafY7zylx1XUe8IKIsKQi4BPgcgiVfPx3N4/hUHjaOxdl4ET0hFziWIfL3ooiSqOD6VSHrWPXPifrXnJt1ZRgGU4aSRNPIfZUpSwi57bh9ffP8AwDY0R1Aj+EwrAPIViSomg5V1VFVVHRb9ff1rb/I+eWqEpy2hetZbTyL1YZ79Fs3tEBUNHgdRFXR7LPh5PTsglL94l0sX4OsahhLV8AxTEPpg9vGWw7kdp5Fvirj6ETOGv/stTdPVTdUADw8drKoJimkr68pVwaIdHxrpx/FqozNRj/j5UIzupQrlseOTOMf9o7gwd092NEdwD1fe6GhFxvl6uDTd69DyG3H5x47CQDYYPRne/5sEu/4+xfx9AKOnxQK5fXHzC6IsoqBmaI1L2MZBndvbEVHwImg22YFcwCZ0BSrMq7pCUDRdJyeKWA4UVo40NV1OA2HZBOOZRB02RqyHemShOlcFYxRr5cqkxrRY1M5ZEqzNWYsw0BRdRyfzqNQlaGDKEls/Kxc1xxHm9+B1c0eMIZpzOgC2UhzkjaUKOGnx4ljccRjR7PXjl8OJKxsi1mju7MniLs3tULXdXQEHGgzghNV03AqmkeLzw6vQ0DAKeCuDS3WBL/Ja0fIbW+Q8aqajheGUpYhWP3V41kGbX4nvA4emZIE3ZCLj6bKVo3gM6djlunf9b1h7OwN4aY1EZQlFUcmslZgnimLJMO1QKRgnr8ZWOQNWea/vzqORw9N4sVhklHToWN7ZwBOgVvQ7VfVdPicPFw2nhh5GTHBLwcSGE/PZrIdAge3nWxz85om3LGhGYOxIk5F89jSQWoVbTyL61YF0e53wucQsK7VixafA2G3Ddu7g7imO2iNd26LJdMwzMyseh08Vjd7cN/WdhyZzEJUNGTKErIVCcPJEgpVGX6XgDuMwERUVMiqjrDHjrBRn/jzkzErsz731CVVhWoYjpmGPwCwrdOP7V0BOAQOkqLhlwNxS+KqqBrKkoKnT8dQkhTct7UdN6+ONGQS68+JZci9t7UzALeNQ8How9vksVvZe4Yh25k1yKeiBRRqCta3+sAy5P155VzaurcWQlI0TOeq8xyO9wwkGxyTcxUJRydzyFUlaLoOl40Dx84e1y6QOmyWJfXULT4iD+ZZoiwQuNl+uadnCpgxsoYOgUVX0NXQi3ZjG1msMmvzFyNVknAmVkCuQhQmAZcAzchu//hYFFPZKhiGvAZRUDDWgotUZwoGzM3ozv5+bkZX00mNrdmP1uvgiftxfc/xOeO08bOtsnQjE35dbwg1RWswpNL02adjT9iFOze0oMljx2JohmRb00nQG3ITd+/D49kG0zJgtkZX13WMp8so1hSsbfZYwX6qJOKFoSRWNbmszwDLMJjMVDCZrVgO0rNjnb1W09kqEkXR2q/V78D6Vi9ORfN48gSZ95mO+SzL4NXRhfs9Xwia0aVckRyZyOKPHj2Ot6wO4/P3bcTxqRy8Dr7BZIJydeB3CvjcOzbg935wFD84OIlfu74bALC7P4wvvnOTtdq5UM9HCoXy+nEuVcLaVg/CHju6wk4UjEySrs8GPwvxs5MzyJQlfOK21chWJDgErsHdlRxjtq62/nOuajrSJRFrW3yQDddaUVGRKUtIFkWsafEAOgk4dZBxmJMrMqFnsLsvjFPRAnSdGCwdGMvgns1tODmdx3W9Qeu1NMOgBcCCsltzItvktWMyw+PQeBZnZgroCDot45/T0UJDiyOzfs5bJwUu1UgQs6HNZ2UuBCP41ozJdJPHjpDHiwnDQVjTdQwnS5jKVrC1w98gk3TZeFy/KoSyqODZM3GcihYsM5pkUYTHwVsBfVlUkCqJiBdqKIsKhg036I3txOBqdbMXIXcGg/GitegIkHZEppxcVDRsavdZk3BZ1TCSLAE6LBfu7rBr0X6Xmq4jXZLAMSx6I25wLDn3a3tDDUZC4+kyeI5FqaagIzg/O2XKMzUNcDk4pIqk/6k5Lp4lyxYOgcO2Tj+SJdG6ZwFyb1UlFU4bh2u6g5YrcL10c0ObFxtafegOu9EecGAwVsRArIB1rcQ4R9NmF0sSxRoqkoJm38JBhqTomM5VcWQih3WtXvzj3mG8Z2eXZfakqhrSZRHFmoKgywafU7B6GO/oCiLgFBpUAyb190J9sNTsc2BTuw/ZigS7wDVsxzIM0iURiWKNvAZPZKk7uoOox2yTMzduTBbFhvrU2XNUoajEdCvoskHTdfgcPM7MFMExQMRrbwjyNSMrzLJMQxaU51hs7fIjWudy3B9xW8Hmpnbiul4fUIqKhlxFQk3WsHcwuaiPi8fOo8VnxxlDlrxvJA2vg0eLz4ENbT6kSiIyZQm9ETc0HWChQ9V1tPodaPU3ZosbAuq6f85dH6hKKs7GS3AKHDIVCRGPHRGPvSEz33AoXcfxqRxOz+Rxz6Y2skhnLNyVRQVlSYHXIcDvFBqyyizDzHOBrz+maSC1dzCBVWE3XhpJYWObDzf0heF3ChhLl8EZ99zc87uhL4xUUYRs3O97BxPIV2U0ex1g9NkTNjPG2zsD1v2TMrwZGIZ8ZmVVg9twXq9/DU0HarIGVZ9txZUuidCMRdKKqOLXbuhe8PwWg2Z0KVccM/kqfuu7h9Dud+D//Po1EDgWO3tC+I9P3Niw0k+5enhgezt294XxV08OWK00BI7Fb9zYC4FjUazJeO83X8a+Edo3mUK5nOQrJFA4HSUZEYD0fRxJllCsyciWJVLXZvSM1XWjnq4kIV2S0Ox1wOcQFm1dw6BxkpgqichWZNQU1QqAm70OGOV/YEAMaJwCh+6Qq8GIhTFkw06Bt1w7z6VKmMnXICka+ps8lpR1JFHG06dj511MM/MmIbcNQbeAbFki7sPxEuw8i7OxIoYSRUxkKlatsqJq0HQyYTPrQ502Dnesb8aqiBsAmfQNxYsYS5VxeqaAU9EC0mURZ+OzCiYzG9bidcyTRQJEAnw6SmrZfn5yxqoZdQgsPHYe7QEnFE3DgBGojabKePZMHP1NHjywvQOSoqFoZGjDxiS8nvr2N+eS5YafzQziOqNGV9dJveSEkZ0t1mQMGecymangVLSAbEWGqJJrYgZgHQFnw4LA6WgBY6kyBmIF/PzkDL753Ij1t7F0GdO5CvJVCcMJUt98aqaAeEFEqiQiV5HwzOk4XhhKoiIp0HQgmqshX5tdYFE0HYqqI1mUkC1LeH4oadU4mpktl41HZ8gFlgEOjmWtIHgwVoSoaNB0HWfjRYymyjgwmrUUCAuhaEQi2hEgbtOSooFlyZyHLJoUrc8FyzIQDKMwgWPRHXYhVSI9UofixQUVEcBsv+mfGHWaq5u9EIzFAhPzM6brJDDqa3LDY+eJqdSc4y7WtzTssaHZ60Bwjmx7TYsXXqeAqWzVMI8itdermz1wO3goqtYw9rKo4NhUHrmKjKOTuYaMnamuMLd2CBxkTcPewQQShRpihVrDosSLQ0nr3qxICmL5GlmAmYPTxiGWq6FQU3Bmpgi/U2i438liB1mMGYgVoANQ69yH6xcMxlJlawz1qpO5zxE7zyLiscHr4LGrL2z1Hp+sa4WlQ69zgCbGUFOZKsqSYvgLKDgykUWLsZBiXsf6UomBWBE/PR6ta9MzO6aUoXZxCqT0Q1Q0zORrVn/oje0+MEYwbWKqBXQQN2WWZfDySAqPHJy0JPe7+8M4OpXDdJYY2Jm1tG0Bp1WmMZ6pIFkSST2xTlrHjabKmMxWLbf6kqjgXLKE/iY37lxPFinihRoGZopQdVJm4LQtP2ylgS7liqIqqfjodw6iJqv4v79xHSRFw7eeH2l4mFGuPhiGwZffvQU1WcWf//jUvL8XagpqstZQX0WhUF5/SqKCeKEGhmGsbGRVUnFymvTg5DgGToE44J6YzjdI014dTePQeAZPnYzNc5o1p1YMMzvBBUj2JeyxYTxVtiZENp7Fdb0hXNNDsnDrWr2WsVH9I4JliFx0IlO2Xs/Oc9jZE8S6Vi9a/Q4kjYl1s9eONS3eBU2yTF4YSuGkYYyyucOPt25sQX8TyfTdtq4Za1q8KFRlvHoujaqsklplo9ZzOle1Aj9J0VCokZYxsTyphTwbL6IskRrVVRE30iUJ398/YU1UVU2Hx86jIzg7edw3nLKymiPJEs6lyjiXLKNQU+AQWPQ3udHkIW2HNE23sitmi5besBvJIsle/XIgYcmvK5Ji9T5eiDXNHsQLpBdq/UTazrPETChRxES6Ysh/SSbrtLGt2Vu3zU8WK+qDu3xFtiboAHDnhhbcsCqEW9Y0QdX0ht6gpZoCUdGwZyCBSaPf7J3rm+G2cRhPV5AsitBBJLQCx+LEdB4cyzS4U6uajojXhpBbwEiqhC0dfug6yeybmaZYvmb0+SX1451BpxXIPn82iZIoo8XnQMRDXKg1TV8w0wmYplYCWv0O2HgW/c0eNHsdiOZqYBkGEa/dup4npvM4MpEjklpVQ6EmW6qJRFHEy+fSDcfOV2XE8jXo0OG0cegOOZEqiXjmdBzj6TKGk6WGTCTDMPC7BOzqC0PgiEvuM6fjOD6db3Bwnu0x2xgAOwQOm9p9cNaZA+k6CdQiHhu2dwXAsQxkVQPHMugOueCx85jMVhtMxew8Z7iOc4h4bA1mQ3sGiZTdzPgdmyKmVb0hDyazVRydyOFUtIBzSdLmqlhT0B1yYbPhnv7Iwcl5deQAcTM+Pp3HaKqMiMeGLqMOFzCCy2wVrX4HZvI1o5yBmDKlSyKG4sW6vr4qBuNFS3VRn5Gdm9E1HZNTJVJzPJ2rYiZP+l+baPrs9WYYYHO7r66Fko6arKEiq5jJ1+Bz8Lhvaxvshsme+dI2jsisTcVMvazdTBTYeLL4YBdYbOv048bVpI9uwGXDzWsi1rMUmO07rag6pnJVlEUF6TIpHXlgewduXduEfFVGwGmz5OQMA6RLIvaPZSxH79XNHssvQFQ0yKpZC1+ndtHJZ9IhcJYkvS3gwPZuci91hVwIuRd/Li0GlS5Trhh0XcdnfngMp6MF/MuHrsPqZg/+34uj+MrTZ3Hv5jbLpY9ydbIq4san71qLv3xyAD8/OYN7NrdZf+sIOPH4J99i1f0dmchiW2dgwXYTFArl0qGDBBk1SbUyizaexdu3tEExnDF9DgGioqLN74DHzqEiKdhh1CC+NJyCDkDg57uSEpiGYNNt5yEqGtIlCS5joj+drULgGDT7HGAYBtEcyR5VZbUhSGYZBlVJw2iqBJ5jEKj7CkkUanhpJGWdQ5PPjs6ga14fyXpqRuaaTFQruGdzGwIuGxyyip8ejxIZoU76o7b5HGBZBtmKhKqsoj3gsCbCE+kKKrKKjoATHgdpGXPP5lb85+Fp8CwDn1NA0C1YCwkAmQSbE36WYTCZJfWRI8kSNnf4LbMfh8CiyeuG2y5gJFnGtq4AhhNlHJ/KYXOHDwLHWEF+R9CJb+8bg6Rq6G9yw85zyJQlxPI1tPodizruug3pp8cuGFJDFZOZCgpGIOqxE2Map42DrgPrWr3oDDqtmmpN161WOSG3DUcmsugOuTCSLCPssaHJY0dXaLb+0ucUcNOaSMNC5+a6VlA7e4LY0OZDs8+BsMcOh8BB0XTc2B/GTL4GgWMR9tiRLNQaghFFJW7PTV47HDyHjqATdp6M6YWhJBSV1KFmyxIqoopMWYTPEcSuvjCePDljZf7M98kusHjlXMGo450vm9UxK+2t7017TXcAABDx2KwaVLPljaYTZ+g9Awls7wpYBkD1bacAYiKWKUtoDzhxeDyLqqyiO+RGRVLgshFJ9s+Oz5DPiCHp13Qi0z4xlUfYY8PuvkiDigBAQ4axnpqs4lyyjFVN7tnrqekYSZTgcZC6alHRUBEVHB7PEmMwnWSC65V5Np61jKk6bY1zvJ6QCzO5WemyDtKuaE2rBy8M81jT4sFosmTNA+oXZzRdh9/J45YF2lw9czqOTFlCmyFFZkAUC2Zfa10nju0+J48mjwOFmmzVwdYnvO08h62dAewZSKBUUxokuOZz5c4NLfjFmTgUVUPARWpNB2YK8DkF5KsKruudNbYyjcIAshBhN4J+c0xBl4Cgy4Z8RQLPcSjUzD7QqmVGtyrixts2tVqflYVqlVVNR0VSoBhGYW6bsOj7bNZ1q5qGyXQFHgePzoDTCqwfPxqF187jxtUR5KoSYJSeRPM1uO082v3kOehz8NaxZVWzgl6eY63npsfBY22LF2diBTxxYgbvvbYLdp6D18Fb2eOKpEBU1MY+4heApkcoVwx//4thPHFiBn/6jo24bR2py/zITavw7KdvpUHum4SP3LQKWzr8+NxjpyyJpIn5ZTYQK+BX/nEfHto3dhlGSKG8udF1Hc0+O1r9DstlU9NhySxN7DyH9oATNp5DvipjLF3GneubsbXTT1xR50qXjf8zDFAfXskqMQRaFXFZ9Ww6dBRqCo5N5rC53Y+N7X4EXTa0eB3w1bUXYhiSZbxpTQQBp0AyM5qOqWwFjx6ewpGJXEPbFVFRsZSls44gkdj+ciCOk9N5SKoGh8ChIqkIuBrNuMwJqMvGW61zTLln2GOvq6cjbWHM2lm/S0BXyDXb09UwlToykWvIopps6fTjtnXNCHvsKNRkSyadr8jwOXgSaILB+67tgsvGI5qrIp6vEVddfXZivqHNB03XrXHPxex5etPqJgRcAhSNyHcrc9qZ8BxrtCTh4LZxcPAcavLs4kimIkFRNayKuJGvyjgxncc13QF0BV04PJHFdK6KoXgR0RzJAGrqfIOfelgAo6kytnT4EXLbMZoqg2NZa+Hh9nXNKImq1QIFIPeCqGhIFiWsafGiLKqQVQ0vDCWtc9jRHUBXyIXukAvbugIYS5fx5MkZdAZduLYnhMMTOUiKBkXVYOc5tPkdViB3LtWYTSQuzhUcm8pD13UMxoo4OZ23JPY1RbUCk83tPmzt9IM3+qZe1xtC2GNftG1Os9eO/iY3dMCQausIum3Y2OZDk9du1SYTeToDliEuui8OpeBxkHuzxW+3zLxMBHbhMCFZFHFgLIPpzKx5karpYECC0VPRAg6OZwAGaPbZcTJaQNoIJhsXcEjrLdXoR1wv+17T4jU+K+Sc1zR70R5wEjfkMFkIWWixezJTMWTLZUTz89vxeB08+iJutPhIkFuRVIynK6hICq7pDqIj4ESiWENnwAnVKIDVNOIDsM6Q5pu4bJy1MPfi8GxplXmfe+y8FaidmSmiVFNQkVT4HAI2tfsapN860FCDnSyKDW2CGIZBe8ABj4M4hRNjLwZT2arV6odhSH2tdZwFxJD5qkwcraskM3tgLIOaTMoIjk/lLQn7yem8JSW38SxuXtuEJq/dyk4/fSqGkWQJklmjX8e6Fi+u6QmC5xiIsorDE7k6vwFiQtYTdll90E1UnWSueZYoYYo1GYmiCE3XcWI6j+FECc+cjmM50ECXckXwsxMz+OqzZ/G+a7vw4bf0oiqpmDEeUDTIffPAcyz++le2IleR8KUnTi+4zboWL/7Xe7ZZplUUCuX1QzNkctO5KvxOGziWQbYsYjBWRKEqk6DFmCxNZCrIVUQoqoZshUxY3HZSvzUv0K2r0a2PNicyFeSrMmR1tg6tM0ikhtu6AmjxO1CVSM/OjjpZKTDb2odnmVkXaF0n8kEQpYiZ+RhLl/H0qfiC9a9zCbltCHtsqEoaREXDULwEl42z+uRmyxJOTudxqq7faUVSUDBqYH0OHndvbEWb3zFbWzdTgJ0nWZqBWBHlWmPgqOo6vA4BHQGSGV0o2IVOpIbpkoSzMZKZC3tshvmOA7Kq4eR0ASemc5jJ17BvJI2AU8Cu/rB1HU4bRlbtgYVbkyQKIhjAOhdZ1eGy8djWFcD6Vi/8TgE2jsWZmQKms2RiO5OvYe/ZBOmFbFzeVFGEousNEna7keFd2+JFNFe1XHZHkiW8MJy0ZKiaTjKHpuPvdLaKeFHE8akcuQ8CDnjsPPYMJPDKSNp6T7MVCYWaDF3XcWamgJl8FZqmI1+VkCkT99jBWBGHxrNWoE9a8ZCWWvtHM6jJZFI+la1g/2gauq5jKFHEZLYKjiVmSzVZm7dQa7w9iHhs6DYWMNx2kq2aylZwZqaA5waJFP3QeBZnYkVLqs0wQHvAiWiuip8cj2J4ATmubNSCm/f3kYkcarKKNS1etPmJKVXEa7faOhH5OslC94SJrDhdlObV/rrss8Ze9bT4HHDbuYY+zLKqYXOnf9aMTSdBZEfAiXWtXvicPOkVXbdPVVJxMkpqxiVVx7o6F2IYRlVWRtfIQE9kKpjJ13Csrq+xppFAKFUUUZHIgkF7wIF4sTbvs2LniZNvvFDD4YkcdOjY0uFHtiIjWRQtQ7yUUWdPTqXe8Iv8eyJdwcGxLPoi7ga5r/membAMA69DQHuASNbXt3khKRomMxWM1HcS0esCXU3HRIb0Jq+XJrtspFRjY7uftEOre1/Me+fJEzPW/beQ67nbzuHa3hCcAo9YvoZCVUbNWGwoVGWoOjHfEhXNkuGTem6yf6FGrpNp+ucQWLxg9KA2FyptPIsWnwMcwyJjfE5Ngzxd1zEcL2I8XcFYumI5rauajpFkGZ1BJ25d1wSGYZAoku8WXYdV47xYffpi0ECXctk5OZ3Hpx85iut7Q/iLd20GwzD4xp4h3PW/n28wvKC8OdjY7sMnbuvHDw9N4fmzyXl/ZxgG79nZCaeNZAj+9zNn59X7USiUS4Om64jlanDbOKxp9qDV58BEpoqBWIHUmHIsfE4eZUlFsihiKltF2EP6tR4Yy2AoXrRcQ+sxJ48MwzTIj5u8drT6HDg9U8DJ6QJsRkB285omPLC9Ax47j9vXNWNLh9+QFzbKB2uyinOpshWE8hyL7V0BdASc6KxrT9LidWBLhx/MBWZF5jG7gi68Y2sb1rZ40BFwYldfGFs7/YgXajgzU4CoaHAIrHUm8YJo1eiOpiuYyFTw1KkYClVyHSYzFciqBo+dR3+TG4lSDYcnsg2GMx47b/WRNM+yfh47ECsgU5asLFN/kxt+lwAwRApr51mAAVgQKeHqZg9cNt4yn5nIVPDDQ5Mo1Bau0TVrjV123squi3XP3la/A1VZRbxIzL7G0hWURVKrLXAsZnJVSEZg0mxk9etNkn5+YgajqRIcAoeZfBW9YTd6wy7csCpMTM1Mrw7j3+a1SZVElEUV92xuRU/YjbF0xar1ZYyADpjtSyoqGh7eP4FMWUKzz4GtnQE0eR3Y3R8m1wgk666oGqazVRRrMhgGaPURqatZ53tkMoeqEciZ7VxkVUMsXyUtmupo8toBndQjmte22evAVLaKeEGEg+ewrtVj9a6td39WNaJqMLP/ZvaunmiuZr2m286hI+BEtiLhyRMzKIsK7AKHHV0BS1XAMEDQbcc1PUGwDIOyqOA5I9Cvb/FkLoC8ZU2k4fVsPItOox7TRNNIfb3PKWBbJ5GWF4z65lafA3aex7lUucHR3M6z6A27kK/KsPNsg6z50EQWAzHSxkzTdJyJEZO71U2kl/FYugJRng2avQ4eguEe3Rl0gWMYJAriPOM7SdEwU6hhJl9DwClAMFqOkQU5CcWagrDHhli+hr4mDzk3ncjDj0wQ0yVdJ7XQphx5LizLWK2VeJaFjWfhsvHIlCXUZBUFI1N5YrqAXEXCvuEUZFW1Al2OZbCt02+5yc9tY2S+ZP3CnLn4JBnnASwsXbbz5P6w8Qx2dAfwltUR+BwCvA6y6OVzCIYJbBBtfqd1zJFkCRVJQa4iI5qv4o71zVjT7EFVVhF0kSCUAbm3YvkaXh5JQ9E0hN0kE24aBWo6YDNk2SxDJNkw9uMMFY55Xt0hF67tDYFlgDa/s8FscKnQQJdyWUkUa/jodw4i7LbjHz9wjTXp+LXru/HH966f5/xIeXPw23esxppmD/740eNWbcZCvHIujX/YM9xg6EChUC4duk4kvpKqQ+AYBN028ByDeza3IuSyw2nj0BN2I+AU0BNyYW0LydBsNSa+0Vytweym/rhAo2x5fasPt6xpsrK0mq5jJl/FqDFZNjM1RydzGM9UcHQih8k6KSXDkCzeuWQJoqLNawtCat/Ib0NuG3ojbuiaDkXVkCqKODSenZc94FgGJ6bz2D9KnjlehwCvgyfGUgURuYoMj4PHzp4g+ps8lvS43e9Af5MHLMPg1XNp/OjIFDqDTjgMF9Fb1zXB7xTQGSSTubDLZkkrizUZKSPbZprDLIRgSAp7wi70N3kxkiwjX5ExnCjhhCGxbvLY0d/swZoWL5q8doyny3h5JEUWH4zgsFCVG7JukqLhXLKEsqRiU7sPb+kPW8ZIkkpku4fGsxhOlHDT6giCLhv6mzzw2HnoAHatCmNtiwfpuvrnoEtAb9jVIN0cS5fx/f2TyFdkqJqOsXQZLw6n0OS145a1TVjX6kVVUqFoOja0+SyTs21dAaxp8cDOcxA4Fq0+O9oDDtyytgk7uoOz9YcAhuIlPGX0ZnfaOCLdBkjNt9eBNS1e7Owh8lVF0xEv1lARyaJNoijC7xSwrctvTcRVXUfAZYPHqEEcjJHs7tz+oXae9IOtyqTGECD3ZqokYmunH/3NHlQkFfmqjG2dAezsCVoS4sFYCU+emEFFUvDA9g7s7g/Pe+/9LoFk/nSSYW/1O+CycZBUDZMZ8pl56lQco6myJeFPl0TIioajkznkqzK2dPjhcfDWNak3mvI5GjtelEQFk5mKJe0FyHPhxHTOCOY0bGwn7X+OTOaQKBKjrHajLtaE51jct60d77mmE7evb24wo+oKudDss0PXyWfZwXPIVWX0RtwIuASsiritjDPLEnM1M1Auiwp4jsX1q0J49Vy6YTE8WyF16L1hF3rCLrAsi2RRRIvfgWavHYqqgWMYhD02tBrvgdl6TNNJmxtNJ4sX61q9GIqXGiTxAAnghhIlEtQzuvX5iHhsmM5VEfHYsbbFgxv7w0iVRBRqCiRVN4ynyAINb7gcL6TeODCWwcnpvLV9vFDDVLYKnmVw39Z29BitvfQ5j4t8VcaM0f9YUUlNMMfNKl7MwFi3sunkZ0UjxmyirKEz6MSWdj9+OZDARKaCREFEq9+BkNtmLVSmSiKyZQllUYWNZ+EUuNnsu65b11XgWCt4JQ7gHkxlq3jqZAySQgxInQJnqVgWVLJcABroUi4bNVnFx757CIWqjP/3oWsR9sw6DnYGXfjgrp7LPELK5cLOc/jq+7YjWRTxZ4+fXHS729Y1Y89nbsPNCxhOUCiUlUfTdUxliQQ1VZLgNTJEpZrSUGtlM7KHM/kasmUJx6fz2Njmw7ZOPzqDi5ej1GeIVE0nJjsVMpHqDDrBsyx4oy7tx8eiqMkqnAJnSAOdiLjrpcvASLIMp41IRHVdh6brGE9XMJmp4thUzpKiarqOkqjgyGQOx6bymM5XwbHze1KyDNDf5EHAJeDxo9M4MpGDoulEgpohmcR2/3zZr13g4LQyrSSo8TsFy1SlIqqIG+1SCjUZHkOmzLIMorma1bbohFk7u8B8rzfihtfBYyZfs3oOOwUeToFDT8gFBgxWNbnRG3GRXrZlCTbDtZVnGWxo82FnTxBBlw0npvMNk96qTDKoPEuyZOYCgChrYFkGPMvAxnHY0R3E3Rtb4XEQiWU0V4XHwYNlmAZH5UJVxmS20lB32xl0wecU8J9HpqDrRB6cq0g4MZ1HWSLGO+OZSkNLFhNJ0Sy1QMRrRzRXQ01WIKuaFZQm8iKmc2QhJOwmku6KqGI0VUappiBRqFlBaMV4vWu6g2g23JZ39gQxk6/imdNx+J081raQYL4qqZAUIh1uDzgR8dgWkFcy0HXg2GQOJ6eJ67DdyD4KHGs5b8cKNWTKUsOCxmSWOA83eR3W+BrvSQZht83yNtGMBRGnwGFjmw9hjw35qgxV06xgo1hTcCqax0sjKUQ8pGdv0EVk1Wa2/oa++QG1SaYsIVEUES+I1j0iKip4lgVjfO6HEyXYBQ6dQSdORQsoiyp8TqGhhRR0wM5xWN/mmxdMt/mdaPI6jEUpBj1hN3pCbpyazqPd70TIbVu01GAqW8VUtoJSTUGyJDY8V4IuG9a0eBB0kcBM03VE81VkyzICLhvcdh6JomiZZJHzI220gi4BLDObUdU0Iv/m57Rh0nTSPmhTu7+hzlnTZ9sCeR0CbDyLs/ESWfTiZ2trVSOwrEgKdMwuBJL/62jykMDSPLSpRAh7SDkJU7cQU8/ewQSePRPHc2eTKIkKprIV7BlIQFRU1GQVRyZyKNZkVGUVRyZzOBktgGUYOHgOu/vDCBrXnGUZHJnIQlS0hoULBuTarG/14vpVIcO7QMGxqRzOxmdLDzRNR4+x0FD/WVFUUg7itfNGWYyEmTzJoJ+cLmAiU0HaaB+1VGigS7ks6LqO//6fJ3B0MoevvX8H1reSxvT/+NwIPvnvhxtWkylvTjZ3+PH7d63FY0ej+Onx6KLbmTXcB8cyePBf9jeYy1AolJVFUUmAVJFUpEoiXHYeNVnFsalZY6fjUzmMpyuYylYxna1C00m/0pPRApw23lLu1GNOwBkwlvy4JqtWjS4DkoFr8toNd1xyDI5lkCyJ0DSdZBXqVECmbLUsqkZGAIAO5KsSOBZY0+S1DLWmc1X84kwcrX5S36moOrpDLsv5tP6YIbcNYaPNhabrGE6U4LYRuTYAsCxpU3JoPAuABD9lUUG2TFqLeBw8tnWSGjtzcdfrFNARJM7DQ/ESqtKsMVFn0IliVUGmLFlZvrntXgDyvapqOnIVGQOxEpq8dvhdAta0eBHx2iEqKg6OZbF3MAlN03FkPAunwGFnb7DhPH1OHm/b1AoAZGGBYyFwDBRVw7GpPE5G85ZkVDICyW1dAdy5oRlOgYPHwWMqW0WqJOJ7r4zjp8ejODyexVRdgJosSeAYtkH67LRxaA84sCrixmSmgnhBRFlSMZ4uY/9oBoOxItyGAc/ZeNGq0TV7cp6eKZCaUL8TQZeAV85lcGQiawVDZr3m27e0Iei2QVRU6CAOtCVRwcvn0jg+RQxvBmaKDaVTZVHFgbGMFawniqI1TxlKFDGTr0HTiQOz1yE0tHUBYGQDgb6Ix8q2BVw2OHgOJ6bzmMpWAJ3ch6OpMo5N5a0WMeQ9ETCRruDnJ2NWj2RbnbNuTVaJVJ4h2bRjU3nUZI289x471rV40eZ3WvXBQZdAsuk6g86gCy4bh2Sp1hB0nK9cvS/iQVfQaWVgo/kanjubwupmD9Y2e+G2ExO6Uo20X1rf5kXYIxDX3Lr3XFZ17D2bwPNnkw2SZgCWgkHXgdFUCfmqBEXTEC+KiBVqSBhlAtPZKiQjM22aJ/WGXeiNuBEv1vC2Ta0NLr02nvSWHs9UcHQyB1nVsaHVh6qsIleRIHAsye43ezEQK1jX2HzPukNuMAyDk9N5vDySQm/YPU99yLEMdveH0Wa4l1/THbDctc0aZlEm9/b2rgC6w64GMypVI2UCFZFcq7mf9lURN9oDTiujaz5T4wUR/3FoEscmsw3jrsdl47CjOwAHT9odyXU9z2VVhW6YC7IMWRASONZYJCT7F6oyqW83frZxLE4bbZ4AkqXnOXKNWYYsiug6cdEGgFRRwgvDKYynKxhNVTCWmn3fJzIVNHnt2L2aLLI8cnDSUs+0+B0IuGwYS1cwGGt0Bz8fNNClXBa++fw5/OeRafzh29bhro2zNvw2joWdZxecCFHefHzslj7s7AniT390cp40aC7psoRkUVy0hyGFQnntsAyDuze24JruALZ2BsAxpKfrVKaKsjGBJXVlutV+xesQwHMMmrw2pMqiVUsGkImYrut4eP8E0nMzL24bHtjegfWtXiRLIs7MFDEYL0LTdOzuD+OB7R0QOBZvWR1BxGM3JsV1E3UAvWE3fA5igqODSBy3dgbQGXShPeiw2ry0+R3Y2RNET8iF1c0kY2tKGOvhGFJ71+S144HtHdjQRlrnbOn0Y2dPAAAwMEMmYbOyWBbpsoSJbAWKpiNXkZAqSXj2TBxVWTUMhES4bRxWRdxYFXFjz2ACRyaI2U5NVnE2UUSwziSqvqesyVCihGRJQshtg6ZraPU5wDIMesIu1GQVbjtvZFwYcCxj1c2Zl2wiU8Gh8SxSJQmb2n3Y3O7HdauCAGDIR43z4VmrzrS+RpJhgJeGU8QUCsB4uoKQ2wZVJfWMvZHZVjQtXjs0kNY5JjVZRaEqwylwKNYUrGkm9c87uoJG6xVigtQWaHTtLtYU2DgG929tJ71YbZyVBVvV5LaCh46gE6KioSopGE2VkS6R93FTO3FqvmVNk+XO3d/sgdvOYyJDsoIcyxj9cu2WrNmsBe4Ju9HktREHYYVkd9U5drcMw0BWSPbYDFAB4MxMwZJoBt029IbcCButV+pDlEJNhtfBw86zyFUlMAzTYNQ5nathKF6CppE2LV0hF7IVCY8fnUa+Snrwbmz3wSFwhlkQh3UtPnQEHdY1PDiWxWiqbLUYOp8xW0/YhWafw7rH3TaSuWUZBg4bh7s2tsBt51EynKzzFRllkbQkmqn7LncILG5YFQbDoCHjD8BwpS5Ah47D41mMpStIlER0GW3AJrNVVCTVyPaToMxpI0GkXeAAHUgXJSQKYsOxa7KKdEmarWcHubc4Ywz5qozOoBPTuSo6DPWJppPP7WiqDM1YUAp7bA0O1fXwLAsGDIYSJWjGZ4dhGJRqCspG8FqWVJyKkmt9ciqPUk22JMQ2njh+hz02S5JO7gndknIDs4GxneewvtWLgFPAWKqMV0czlnvyvLFxpF6YZUkf3ZvWROCxk3vLZePhc5Ia3R3dQcM5n0FVVjEUL6IqkfrieEHEzp4gVkXcqMoqmrx2BF0k2+ux85jMVPDsmTgkVUOLj5iheRw8xtMVHBhLG+7fZAEoUpc5dwgcHDwLWdEhKSqavXZs6/SDYRg0e+1Wecf5VEHzznfJW1IoK8Szp+P4658P4F3b2/GJW/sb/vabN/ddlAafcnXCcyz+93u34d6/ewF/9OhxfPv/u66hhUk9b9vUirduaAHHMkS6pel0wYRCWWE0Y2Xf7InKMDDMZwLWxLg94ISkkEyfWVe1rTOA63pD+Obz5yArpN+urus4Gy+h1Uekppb8z/gKMOWBoqJbhkk8y+BcqgyWYbG+1Qcbz+KVc2koqo5T0QLc9ln5I8MwKEtkYhnxMA3ZDVXTISukNQ7LMAi57RA4FqmSCE0DchUZuYqMjkDjhIphiDdAe8CJrZ0BuGw8ZFXHM6fj6Ag44RBITZlpYmOOuc3vQIvPDlFWMZIsg2WAa3tDsHEsBmJFnI0X4bbz2N0fwPGpHCqSQqTLDANZ1dEVdFpZyMV6SNp5Fm4bh2afHW0+JzIVCRzDIF+VcCpawJpmD9Z0elGsyUiXJUiqhvF0GYWagr6I28q0VSUVxZqC/iYPypIp/yVByZYOP+5Y3wy7wBrvzWx2jmUYrG0lWfKKpKAiKWjx2eF18ihUZdLzU9GM3qkONPvsiBdng55cRcZ0rorVzR5sMWq6AaAr5MRt65pxZCKL49N5BF22Bnfeje0+rG3xWUFCzTDHWd/qNZy+yfXqDrpg41jsGUxiXYvXChIYhgHLkoWVoNuG1S1e6LqOUo1k4WVVQ74qIV6o4breECK9dqsWXNd1qy5U04CRRBl2gYXP2SjDZQBoACRZbbgPb14bIW2XWAY39IUxFC9Cg47esLth/9FUGds6A7hncxt0XcePj0UbAtHukMuqX3bZeLhsPPaPZsCxDBKFGmoKMbRKlURs6wygZmQvO4JOHJ3Mwe8UsKsvhONT+Tp1RSO7+sJ45VwaAKkbH02Vjawuj4DLhq6QEz86EsWOrgBCxvVPl0Qcn8qjz6in7Qm7GuTqPMegdU7drkmb34GesIv0tWUZks03FmkiHjvCbhtcds66Dl0hcmwzK+1zCmj2OnBkMotVETe2dgYAEPOyREHE6maPVf9ZqMnwu2zw2nlUJSKp72/ygDNMpTQd1qLYaKoMWdXQ5neiKyTiF2fiYFkGq+oWchRVx3SOqBJCLtIruivowsZ2n6UECDgFrIoQMyfTQ6B+Yc08r7lzYh1EwSYqqjUfms6RFkPNXju2dQWQKUuWnH4uiqohUahB1oz9dRKE13+WNY04L3MsA55lIRr3T8AloDPosgLNiqSgLDZ2R7HxLKoyUfyUaorhHUC2TZVEpEoitnT4MZWtzjMga/U7cDZexC8G4njrhhawLAPT0k9RNcN9nkfYbcMLp2PzT24B6CyQ8royGCviU98/gm2dAfzVr2y1PqTffWUc+4weZIsFMpQ3Jz1hNz5/30Y8fzaJf3lp7Lzbml+gf/rYSXzy3w8v24aeQqGcn0xZwtGpLKK5KqbzszWWqq431OhyLIPukAs7uoMoigoOjWeRKIho9zvQa0g3RUVDRVSg6cCGNi/WNnsaMrrHJnM4MpFFRVIQ8djQFXSixeeAU+AQzVfx5MkZ6LqO3X1htPoc6Ag60eafzQ6wDBDN1uAz+oSaj4NzyRLGUmUcGMtAVmZrdHMVCS8Np5AuE/kjzzJgF4gpr+0NwWPn8fjRaUue7HcKGEqUUJO1hhZHAAmOBY6Fnedg51lsaPNC04k7Ls+xDYZ7mTLJPpmGQhzLIF6oQVQ0jCTLVn2nSb2EuSPohFPgMJmpIl8lvXQZltQCroq4wTIMCQDbSJCYr8qwGUGzQ+AsI6YWnx0vDacwlCjh5ydjiOVrUHVYmaWpTAWasfAgqY0Z3Y6AE81eB5wCj56wG8UayZ7yHIvRVNlyBm71O6x6WZOIx4agy0baw2iklrpQlfHT4zNIlUQwDAOfQ0CyKFrBmEm2KuF0tGA5546lyogZpmdm39Z6d1ynjYONZ5EpSxhOkNre6VwVNSPDXqop4Dkiyfa7BLT6nWj1OfDLM6SH5+3rm7CzJwivQ0BJJHJcRSNGPS0+x7zvHoYhWb7rV4UanGM5hm1ofVUSFaSKpAa6PpjvbyIO2fmKbGWz6wNGv1PAtT1B8CyRmIuyCoFjjDZAPFFR6CSQYhjy3g/Gi9AMR+SwIblu8TmsIGZuRrc+e5mvysgY7XcGY6SN1tlYCYpKFjLMsbntPLpDLoymy0gURHgdAlw23prn6ToJPBfqnBB026w6WYZh0B0mEutUUUST12bVfk9mKlbZxNwx6yBmYfULT81eIqV222Y/3LmKBElR0RMmn5NYvkbUCNpsnbrHTsouAi6BmIvpOlRNg9vOw2VrfFAMxYuYylaxq484eTd7HZaBm5ldZlni4H5yOo8NbT7jupD9FVWD08YZPZHrzsf4d1vAiVa/E5xhVhVwkrZtfpdgKQbihRqePROfZ2BXEhXsH8tAlDVSozuYgKxqEGUNgzFSElAUSU/d41N5ww2ZwZaOQEN99aHxLGRVR5PXDlUjWW5z/Df0hbCm2Uuy+jVSdmG6ebtsHKqyip6wCx1BV8NnmShYNITcNpxNkL7DpppvIFbEqekCzswUMZ2rWiWPF4JmdCmvG+mSiN/8zgH4nAK+9eBOq7ZDVjX8+6sTWNfiwY2rIxc4CuXNyPuv68Jzg0n81ZNncG1PENu6AufdflO7D6mSCJaumVAoK4qokmxftiIjXZKwroXI8U5H85AUDTzHYiJTQbIoYm2Lx5LKAsCro2mrXQlAgqutncTBtlCTYeNJjaE5rwu4bPAbMjqeJbK6gEsAxzIQOMbKLIc9dkxliZNp0GXHmNkeRQe8Th65qoyg22ZlRqqyBr+TR7vfab3WTK6GY1M5bO8KYNRZRsCYMK5u8uJUNG+NmfRztENgZyfzw4kSNrX7MBQnwZHPKVgB8M669i0ViUj8XDZSo9secFp1tYDhWjuVJ5LKiBuqTsyfNrb7wACoyiqqcuOktSGe0km2pyyRiWybn0iXeYHUFaeKIo5MZiGrRCp7LllCs5dItuvx2Hls7QxY5llOY2JaqMmI5mpG0EHqFGV1dgAsw6BqSElfHU2jIqpWIOxzCGgLOKz3NV6sWdk31sjk80ZLk03tPvzw0JQl5z4ZzSNZFBErVNEVIu2BBmaK6AoRh+rJTAUCx0DVgDUtHkQ8dngdArJlGWGPzcqA1wdBuYoEliXOuqqmoyqrODiWgd8pYDhRQllSLHMmXSfbP3FiBpvafSTbZTjSSqpmuelGvHYrkzs3ECcts3TMSc7hbIL07V3T4sHRyRwOjWdJUJCpoCs4a2rGMYx1H5pmUeb3W7YsYSpbRbPXDpZlkCyQtl7buwKIF2rwOnisafYg7CbZdQYMmn12CLwfLEMWHUSFmKFpmm4F3vUx48GxTEOW2mylVZM18ByD0VQZQZcNrX4HfEapQqJQg6Rq6Ay6YBdY2DgWxZoMwZDO6iBuvi8ZSY4dXUF0h2czg6Zs37zeJVHFmmYPycgWRfCsZJlhJYyWS1s7/BDqlFyrmz1WOyiAuDHbeBY2sBiMFVESFezsCaLZ64DAkTZDThsHt53DQKxg3b/m56zF50C70cv60HgGh8az87LRqqZD1jR0hVzwOXjYBQ4dwfkGdYqqIV6s4ZruoLEYo1ut1VRNR7IgQlK1eXW2uk7q9jsCThway+LwRA7XdAewqZ0EfpOZCiqGmRQx65u9Hk6Bg2LnsabZi7zR99xl441AlSg3GIaBQ2Dhc5BMPQMGg3HSIqzJa0e+KqNQlcGxxAOBZxkMxYtWxhsAQi47SrUKWIZBuiyiUFWw2ljIdAgcjk7mAIAs3BjvE0B6Ykc8NuzsCWLfSBr5mox4oYZWvwNtxnVWdeDwRBb9gaXlamlGl/K6ICoqPv69Q0gWRfzzg9c2PHgEjsWP/tuN+It3bb6MI6RcyTAMg79+z1a0+Bz47YcPn7flEAB8YFcPfu+ta42G47UF61QolCuJ559/Hvfffz/a29vBMAwee+yxC+7z3HPPYefOnXA4HOjr68M//dM/zdvm0UcfxcaNG2G327Fx40b86Ec/ek3jbPLYsWtVGJvafbjGaN0iqRriBXE2QHUKcNk4nI2XcDJagMvGYV2rF1s7A8iWpQaTnVxFxrGpPEaSZYwkyw1yyf5mD/qaPHDZOJREBYPxIuIFETf2R3D/tg48sL2jYWySojVKaVlS1+Wx8w2Bx6Z2HzqDLgTcNitYbfbZsasvjC5DlucQOLAsg86gs6GdSzRfxWSmAr9LwH1b27Gp3YeukAt9ETe2dwegqDrOzMy66gIkwMpXZUxmKkZ9oIhUScK3942hIqnW2Ow8h5vXRLCqyY1sRcLxqfz/z955h8lVlv3/e9r0PrM7s71kN9kkm94LvYMCKoqFJiCioCg2UF/b6yuiPxVRwEZREQQFBaUISAsQAqSR3rO97/R+yu+P55yzM7uzLdnNbpLnc125kuyeOfPMM2fmPPdz3/f3q3vQ8hwLu0nIU4IFkJc5PNQbR3soqXu6FtuNRARJJr6WPbE0HOp7AwCzAsRiSJaJGnWL2qPbEkyiRPUZ/uCCUvgdJlJ+qEq8GnkODhMPnmX0jDhAAqP3mvqxrS0Ms8AjI8l6NjWaFuEwCXCYiGptqcusbljkL0NJkMFDlhXMKLLCZzeiwmPRM2oCy6LKY4HZwOWVKvsdZnxwQalusQRGQUZVntYCwtwMaEc4hZ5IGkU2E+aWOuEwCTizoRglDhN4lkFdkQ1WA4dDvXGkRWKR4rEawLOMXmbaEU5hR1sEtUVEjEiSSdl3oewkwwCJDAmmc/tFD/eQDLckKfA7iBCXtqDX+k0BsnlhEjiiFK2LnuV8Whhgh5rRdppJBj8tStjSEkIwQYKZer9dn2+javkCkM2GcCKL7W1htIWSeL81pI9Zoy2U1K9r7RpwWQykokAhSsaz/HYEHCSg41kWGUlGLE3mw27kYRI4HOiJq9l5NaDiSY+9zcgjO6ivuT2UxPa2CNKSBFGS0aKqmgccJvTFBoLcXBukSq8lLyBXFOI7HE6QNcNLu7oQT4sIJTKIpUW9VNimBqTJjIRQIgunWUA0JcLMk/dAq5xwmHi97Ls/nkHAYR5ShcixDAwcCey3tIQgyrKuHJ2LKCs41BtHRpKx/mAfgvEMGAaYX+7CeXNLcM5cPzxWQ97miIKBPl1JViDwxBM713qsP5FBMiPBovZN5wagxD6Khd1M/H/nljqxps6nf9+Vuc3Y303s2Or9dtQWWcEwZHMvlMggkRGRzEjoj2ewsMKF+mI7UqKMYocJPptBv2YO9sSwuTmISCqDMpcZswKkVaAtlEQsLaLCbVYzwEzed5pVvU6Saol/qdOEhWpiw2szwmszoshmwNJqD1qD+RUhw0EDXcqkoygKvvWP7Xj3cBC/+NhCNJYN9N48v70TaVGCSbWHoFCGw2kW8OtPLkZnOIXbnnh/TL3cwXgGF//qTfzkP3uOwQgplCMnHo9jwYIF+PWvfz2m4w8dOoQLL7wQp5xyCjZv3oxvfvOb+OIXv4gnnnhCP2b9+vW4/PLLceWVV2Lr1q248sor8bGPfQwbNmw44nHKykD5nJYh89mMWFbt0RfRDrOAOlVISFuLawv07mgaPaoyajwtoj+RgddmgElgIUqy6m2rnZ/8nZVkXcXWLLDY2RHOW3Rr7O2KYn93TP8/sSfKIpISh2RFRElGNJnVf24x8PA7TOiNpbGlOYjOcAp7OqM41BvP8/bsi6V1P1hZVmDgWHAM8OreXggsUSe2GomPrnav00SU5pc7EU9LONyXUO1eFOzqjORt3JkNpBzTqtoaZaUBm5HC78fA67IaeXjUcs95ZU7iw8kwSIkSUXDNSFhV68VpM4v119zUF8fmlhB6Y5k8peD+GBEN41QBHVEVOVpY4cLZs4vBqL2SeaXLIAJX88qcqPFZ9LHML3fCazUgnZVIOTWI52mlxzKkzJtlGJgEDmvrfXqJb5nLjDMailHltaI7mkZ/PKOr+wJAvd+Ohpwy37QowWc1wWs16iJA2vugMaPIhnq/jSzk1ee1mwTMKLah2mfFsmoP1tT5iKCPQuyf4mli9ZJSF+Eui4AqrwU2A1mcS7KCpr74sAtwWc2454Y7q2Z4iaWT1QCPxYDm/gSMPJvnowsQYa9UVsLaeh9W1Hr0uQKIh26D3w4FClJZGSaBU4Ny8nnU+mlf2tmFHe2kFDWaEtEdSUNRFOxsjyCaFrGwwgW7ifSct4eSenYRAM5oKMZZsweEQ7ujaRzoiUGWySYGuZ44bG4OqllboubssRqwo51c48kMycgW2Yyk55UlHq4+mxFnzfZjhlpebDHwqk2TEXV+G1iGCJQuKHciKyq6D2tjGbHDmlPqwLwyJ5ZUuWEzCqjIESqSZAXvt4awvyemrxl6Ymm0BJOYXWLHhfNK8t4jk8DCKLC6WJvfoaqrq5d5Kithf3dMbakgqt3NffE8FeDuaBo2kwCvzYBoigSGm5tDCCYyg56Lw9JqN+k7zrlOa3xWOC2CPv+F1jrvt4aw4WAfanxW1Pvt+kYhAKyp8yHgNEGUZLQGk3kq11YDEebrCCd03QNts4xUKRBhMRakrFpRn99q4EgFDUhPtVZVd6AnhkgyC4/VoGd/yTwRm6BwgvgZG3gWiYyIUCKLPZ1RXeXdauTyNiZ8NiN6Yxm8vrcX0ZSIaErUr/OMKCOSzJLKGJtxiLL5cNBAlzLp/O71g/j7xlZ89dyZuCDnS2V3ZwQ3PrwRD7/dPIWjoxxPLKxw4RvnN+C57Z3489tNox7vthpwzZpqfGRx2ajHUihTyQUXXIAf/vCH+PCHPzym43/zm9+gsrISd911F2bPno3rr78e1157Lf7f//t/+jF33XUXzjnnHNx+++1oaGjA7bffjrPOOgt33XXXEY+zK5LCxqZ+dIZTONRLgkqOZfL6c7UKCr/DiNklDkSSWezqiKCpL466Ypu+oI1nJNV31oSZfjvmljrzFtdv7uvD9rYw0qICA8eg1GVCbZENJoEbIvajYKCcTyMryeiNpTDTb8sTcDrQHcP+HmLhInAszprtRyoroSeaxvqDfQgliShSkZoNzg1M5pQ69QzDq3u7sbklRMRxrAZsbw8TlelB3rtaUMirpX+NZQ5k1V7G9lC+mry2qDMJHOaWOlDvt6lZELJY1axJNHIzupqH5uG+hC7ExzBkc0ArDXxpV5ce8IUSxEeX2K0QxWdNSfX91jDeO9yPf7/fgT1dUXAMcUVIZSXs74khK8kko5sT6LIM6X/02Yww8hxKnCZEUyK6IqRMuT2cwqHeOBgo6I6m0BZKDlnE8+rg6ovtONQbRzSVxd7OqB48VrjN6Iyk0B5K5m2aN/XFsb+bBBupjIym/rjqhTt0bgEimLOkyoPeWBq7OyNIqjZGWtAWSmZhNfJoLHPCpJaeLq/xgGfJxoGikIDMazMimhb14LfcY0Gpa6iwEquWgy6scOmbGEB+6bkoy8hKRM1ZU5nWmOm3wWrg0RvLIJGWVBE1cm21h5LoiKSwqtYHi4FDVpKRyJAy+go3CRgjqSwUKPpz98czOKjaupS6zCiyG9Ueck5/H3Kfn2dJ36pL/dxFU1lEU0RwTFD7r/f3xCArCgwcp19/DhOv2kUl0RVJwWokmVNFFYFTFAzZyDlnjh/Lqj2wGonokGYRxrEslla7EUpk4bIIuu1NWyiJbW1hxNJinsctmV8FCytcaA0msLV1oPR7ZjHpec7dxAJIPzfpXSU9oFpFgrah5DQLWFtXBLuJ1/tSix1GuCwD30ckoMugxEk2aBxm4oltGiSOybEM4iniMTuvzKn3HAMkkP3Pjs4CPbokGC1zmVHls4JloJenayXU2keqqS+B5v6EbnsGEM/fWFrE1hYiOtbSn8Cz2zpwoDuGtCihqY/Y+ySzEna0R7DxcJBUIDAMllW79T5jAGp7BmmLECU577tg1QwvGksdsBqIzVRfbED52mrkEU5mUeOzothuHGQ3RcrVS10mdIZT2NcdQ7vay7+/O4Z93TEc7osjJUqY7R/Y3BoJ2qNLmVRe3NmFHz+/G5csLMVNZ9Tl/a4h4MAjn1mBZdWeKRod5XjkurU1ePtgP374712YV+bEokr3iMffmKPsvbGpH0uq6PVGOf5Zv349zj333LyfnXfeebj//vuRzWYhCALWr1+PL3/5y0OOGSnQTafTSKcH/EMjkfzMqaQqmsczIiKqxU0oQSw8XBYeDSUOvL63B63BJKq9FritBvAcqy8oc8tH/Q4Tiu1GyIqCvliGBJXMQJlgmcsEj9UAs8DBYuTRWOpCs+rFunpGvp4Dy5DeT7fVgEOq4JHZwGF2iQMOE49gYiBrKikkGHW5BbjMAmxGHq1BUrY7t9SJUCIDp1lApceCCo8lr9Q0Ny5bUePB1pYQDvTEMbvEgXhahN1Esqq5PbqkbFVEJElK9ow8h5l+OzKSrHZu5r8ObZ4BkglfVOHS04ClLnNe9ig3o6up02rewOR8DASO05VNcwVjWoNJWI085uUEjBrLajxIZUnpa8BpQiSZRWckjY4wUUqdmaNanPtcsbSI/lgGbx/s0zNCAMnU+B1GiLIBabWvdW6pAz3RDICB94ZTxZTePtSHjChDlBR0R4i/a08sjTNmkWx0Rzili9Q09SWQFWVUqkrFZgMHi8BBUfKD28E9up2RJMpcFrAMi6xEfFhZhsH+7pheoknmVYHAsbAZBSQykq4crSgK0iJ5LSVOE0wCsXjx2Yx6D6KGVqkwOAe1t4v06M7029CkBrgAsKk5hJkBO3iWhSjLsJsExDMi3jvcr4tosQzZFjJwLHiOgd3Eg2UZdIVTaA+lsKjSBZfFoJdie6wGvey5ymMhgSIw8P6GU0iLEjiW9JnnzteLO7v093FlrRd+hwl7u0iWVLOICsaz8NtNsBg5GDgWQVXleUaxDSaBVBcE4xmYDRxMAvFDlhXSuw+Qz8pg25iuSAqJjISOcAoCz6C2yApRVtAfzyDcm0U6p3R+T2cU9YN6chUFenDWFiTfHQLHAoWFyyFwRGxKU+rWsqza51FT6OY5Dgd6YlAU4PRZxejgB7L41V4rVtQMtDvwLMmCGjg2rwKCBdlQWVbtgc3E59kGaareWUkZ2qML4ilb5jLjkQ3daA0mUe4265/xPZ1RIj7GAG6LAJeFVNjs746BYxh4reSzmBIluCzkmt7WFsLSag8kWdEzqVYjj0qvBfu6ia93XTFRoQ4nswjGM6Q8myebeAd64mo5OhmjkWdhFDiIioK+WBrJrIyZfpLNZxgG29rCcJkF3bpL62FuDyXhNAuYU+JEZziF/d0x9MTSKHWZUeoyQZQVmAUOh3ri2N8WxligGV3KpLGzPaIrLN+Zo7CcyIi6T9vqGb4hPToUykgwDIOffXQBSlwmfO7hTeiJpkd/EIBX93TjI/etx/PbOyZ5hBTK5NPZ2Qm/35/3M7/fD1EU0dvbO+IxnZ3D2zLccccdcDqd+p+Kioq83xfZjVhc5caMIhuWqiJGsqwgms6CYUhvmsMkwCxwONyXwK6OCEwCizklRCglnhbRqi44WTUA3NwcQnN/Agd7Y3nZ0zq/XfWNVZARZWxrC+ljGExDwIGAw5RnVcGxjLqgzr/HzPTbUeY2w2rk9T7HIrsRa+t8apbBlKccq40pI8o40ENUSQHAJPAod1tQ5jKj0mPFggoXYikR+7pjYJmB3kESAJLy4VhGQnckhd5YGns6o0MWsdp9MpLMYkd7RA+YtKAjN/jw2Yx5kVN7KIm2YBIlzoGstmbx1NRHSmLPmxvQ52Om344yF+mVS2YkvUd3X1cUTrOAKq8VFzSWwGUWMNNvR7nquWoSSCaMHzSvDANsbwtjZ0cEc8scUDCgeEx6Bnkk0hK2tUawosaLgNOc1weqvWcACQ4+trQCa+uL4LYa0BlJwaueq7HUgTK1tBUgwX69347lNQObmBw3tFw5NzDvjWXQ3JeE30EUeC0GDufNDaDWZ4VJYLGg3AWv1YAD3TG9xFN7uKwMlPDvaI/AbRH0saSyUt41WOOzYvUMHxiGeOFuUDcANLpVZWhZIQGrQ91gAUiZqDbm7mgaRp6oNpc4THqfNcMAxarieLuqGu22GDCjyIqsKGNbWxi98QysRh41PhKoMAzxQiYZUVLG3x/PYGNzEHaTgIUVLuK3q77e3Kz7/HKnXlJtN5HMnN9uRJXXQgTW1ICFV4PolCjrKuIGnsXB3jhC6qYTzzIw8AxOrS8aUqGhkcrKaA8l9ZL3tCjDbRHQHU0jLZJWh7mlDn3+jQKX9xmRFRK4ranz4azZfvTF0tjcHEQwnsFMtdw7l3hGRF88o/ej6xtP6hyksxIO9cQhSjKK7SRg1D7nGTHfx7s3lsZbB3qRyJAe48HfWyzLoiNMFNUf2dCELvVaCCeymOm34YLGAJxmIW+E2r+1zGfAYUKVxwK7idd7dMPJLDKijBlFROOgsdSZp9TNqxU4DEi5/qyAHQzDIJGRUO+3EWsiSYbLLKDSTTy4SWaZlIx7rAZE0yLmlDpQ4SbicAGnCX6HSf+ufO8w6dWPpURUe61oCNiRzspo7k+on1cbQsksXBZDXgWE02KA3cQjlMzAJHBYUOHCAtUWymUxwGczwmokbSZjFRulGV3KpNAdTeH6P74L1yCFZQD4f//Zi8febca6b5yp3wQplPHgtAj47ZVL8KF73sJNj2zCX65fMeqGyan1RfjJZfNxzpzAMRolhTK5DBY30RZZuT8vdMxIFm633347br31Vv3/kUgEFRUVpIQ2DkAZKE3WFpQBpxllbgvp6WQZmA0cZvptpGRN7Wd1mgVVNZj06coKyVZGklm9xDWWFnWhFQDQ9JcVkIyKy2LA7BIHDnTHsLszkmcvoXk37u6MolL108xKMvpiadiMQ5c6mnCVJtxk5DkYbRzaQ0m8ub8XvfE0MqKMvngGp9YXASCL5nhK0pWG4xlRf95NzUHMKLKBZYly68IKH5LZATGkIpsBPpsBsZSIlmASDjXzOxht8WZRM0qKAjT3J1DiNMEocHrpKHlvB3oHtcf4nfkLQJYhi/RetS+a2KIMzNm+rigiKTHPz9IocOiNpWEWOGSlgXLXMxv8OHVmsX7coDgXDMOgIWDX39sqjxWHemOo8lgAhgSBoWQWFoHTyywH28EAJEg6RZ1zALovaGswiZ3tESSyRJBI8/Kt8Vl1yyTtdc0pceb5jObOrfaY5bVufQwKSLn4jGIb9vfEYDXySGdlknVnBl4fQK5FTZ241mfVrYoA8l7llt9XeixwWQzoj2fAgFxnkjLwpi2p9ugqwVtaQ2gNJjCnhPSeVnktaFErGHpVj9QSpxk2I4+m/gQ6Iykc7IkTr1mZwc6OCGRZgc9uhEngIMsKjDwLi8DhsCpU1hlJYWm1B+FEFt2RFBxmHnu7YmAYoLHMAZYhNi4CN9AzyjDMEOG3Az0x7OmMwmLg4LMboYDYhW1sCsJnI9e1R/V93tcVQ73fBhYM5pQ4dL9sVg263FaDnqkfTF2xDZFUFnYzj2qPFbGUCEmGutFhQL2flLhXesyo8lrgMAl5myeyAuzqiMBiIJULPTHiiWsUSLWHJrylYeQ4PTOuXRvAwHdeRpLR05eAz27Qe8jbQ0m9gqPGZ0UiI6KpLw6vjdju2Ew84hkpr+wXIEHngnInLAYOoWQWDhMPUVLwflsI/fGMLoI3WExTUa2cemMZzCl1IpoWsUlVfy51mbGgwoWOcJL45UbTmFPi0D/zsqxgd2cEHMfklf4DUDclOZw9x4+9XVGEElmwLNnoc6jq9yzLYG2dD1lVkO1wXxwcy+ibHwOfN+KZ3RNL699zWUlGJCVid2dUVxRXMHA/mhWwo8pjwXPbO7F+fx/SkoTOcIpYljlMSGUlRNSWApNAlLvHAk2lUSacVFbCZ/+8EaFkFn+4elleGQkAfP6MGfjRh+fRIJdyVDQEHLjzsvl451A//u+ZXaMez6oZAo4l5VP/fr/9GIySQpkcAoHAkMxsd3c3eJ6H1+sd8ZjBWd5cjEYjHA5H3h8AqPbaUGQ3oiWYxNbWEDrDKezqJGXNWlAJkIWhVt7sthow009sLLRjfTYjqlV/1WSGWBWVusyoK7ZhQbkTLMPqAigv7OzC3q4oSpzk90ur3OgME8sSj2Xo/WNemRMz/TYsqnRjfrkL8ZSIw30JvVxTY383WaTv7YpBVoPpVFZCRziJdw/36/26JKtpgZZHMQkcGsudembm7QN9ECUZDhMPv8OI1/f2QJIVWAwceNU6R5sThmHAMgxKXCYsKHfqGbzBaAtrI89hQbkTVV4L+tQMC5CfzWbA5GWk7EYBoiTr5d0AWXgaOVZVvXaqpZfkOUKJDHiOhd9BlI0rPBYsqXKj0mPB3q4o3tjfix3tYVR7SZabY0lp8rbWMBRFKZjRdVkMcFsE8KpidTIroak/ASgDfqnLazz6vwdnZbQ5S2UlvH2wD72xNA72xIlqdDQFhiFK3btzyrcBYFNTKM+XV1tvc7mBbs6TEWVcDq3BhNoHTkqQtWxjfywDo8BidokjJ5tOHptVvXoB6KWfWpZ2XpkLjeUDAcSAOI+E3lgGVV5LXr94bo+1SWDht5OqhAsaS2BWy3sBoKHEjgsbySatKCuIp0V0hpMIJoiXbXs4iTNmFas9phKiqSxYlgQzNhOPaIr0evrV9Vh3NK3PV6XHAr+D9OgyDOm5dBXIsKaypCpBlhWEk1m9pN9hErCpKYiDvXEi0JbTi+qxGFBXbEN7KKX69ir6prRZ4GDgGLQGE7oq8mC06zsjyuiMpDCjyIZkRtJLi1mGqI1vag5BlIg9Tu77LMkK5peTwO/l3V2Y5bdhbqlDt+IZrPNkNXEIxjO6XRGbs7kBEE/qU2b64LYYkRFJX2pDiR0lTtKGob2Hokz8ZU+pL0KJ04RT6ouGBLosAwQTWWxpCaGuyAaXxYCMJOubPC/t7EIiI+arLqv/LnOZMUttH+gMp+BVPagBsiHHMaRXvzWYRDg1ILoXSYlIizKsBn7YAJBjGMTTEsLJLN47HILVwMNnI+rsDMg13R1N69UmdhOPtCghnZX0LZ5TZvqwoNwJl0VQVebTcFoE1PqsMHAsQomsLlynUWQzwmkhmyNVPgvaQynICtCvXhuHe+NoCRLVZpfFkKeGPxI00KVMKLKs4MuPbcGWlhDuunwh5pQO7Ljv7lR3G23GIbuDFMqRcPGCUtxwai0eeuswntzUOubH/ea1A/jq37bqZWMUyvHGqlWr8OKLL+b97IUXXsDSpUshCMKIx6xevXrcz9cRJiqsmkJtVlL0xX1XhCxiAYDnSA/XjvYIOsMpKIoCI8+h3DXQe2fgWbgtAmYUWTGv3KkvYnP7RwFSWuvN8b/NSooeYBQ7hgr+eG1GPcuSEUk2o8ZnHSICwzKAx0bsUHj1CcPJLN451I85JQ4srXZjUYULAacJDQEHGLX3dEtLCOHkgHKqKCtIZIiKstZL6TSTMtZNzUF9IcgwpHS3LZiEx2IEz7Go8lqGCEsBAwtrUZLVMk3iKam5EgzOUA4WHjWovXF552QZYs0zJLBm4LYIKHdb8sptAWBJpRsLK1ywGHjMLiHiWe8dDuK9w/2kxJxhCvboRlJZ7OmK4l/vt+ON/b1oDSbRH88gpWbPnWYBbx3ow5v7e4my76BAV1uQv7a3h/i6KiSoagslwTIMiuwGOEw8qnP8Vpv64ugIJ5HJtTrSXzuG/AwAYikRB7pjMHAszAILWVawoz2Mdft6sLEpiOb+hK7gPcT7touocQPATL8DLf0JRFTlbK/NAEeug4Tec5lAr6pknct+1Uc3liLlvWVuM7oiaTy3vQM90XReybr23h/ojuFgbxyLKt1YXu2B3cjDZuRJXy3LoC+ewb6uWN7z1BRZUeO1osxtBgOSPZtT6gAUsnnCMox+Pyy2ExsXDUlWsKUlhD2dUbx3uB/RtIjFlW6c3xiA30F6TxkGiKVFFDuMMHDk+oulRRxSS+YrPSSDt7szqn9vLKp0YWGlGxubgnh1bzc6wkPVquNpEfu6omjuS6ArkkYwkYGkKOiOpLG9PYKXdnXr3wnaZlLu5/1gT0xvb4qlSdA4WIAqF5Yh2Um7mi1k1FNppcua9/OBnhi2tYXBMayeSa3wWGAx8FhbX5SXLbUYiCBX7gaH9lwZUcasgF2vTtDKjx1mkpke2qNL/u2xGeB3mPDSzk60hZJgGEYPpPd2RtETS0OWFZSo32G5YlqzSx2YHbBjyIcP5PN3oCeGUCKDelU5vy+Rwf7uGET1+7k7lkJHmAhgVfus4FkWzX0JHOpL6KfULNFYhkF/PIPeGOkpr/JZ0VDiQCiZRSoj5W2WMQyDgz0xmAUO1V4rZhRZ4TQL+iZDuduCVTOIBVwsLWJP51Dl/YLv6ZiOolDGyB3P7cJz2zvxnQ/MwblzB0pEW4MJXPLrN/HL/+6bwtFRTkS+ft4srKnz4rYnt+G9w/1jesyt587E3z67uuBimUKZCmKxGLZs2YItW7YAIPZBW7ZsQXMzUaW//fbbcdVVV+nH33jjjWhqasKtt96KXbt24YEHHsD999+Pr371q/oxt9xyC1544QXceeed2L17N+6880689NJL+NKXvjTu8ZW7LcQmR104VfssecJuWpDBMSSoshg4dIRT2NkRAc8xuh1FRiT9gAqIxQkAbGsLExXnvgRESdbLq+v9dnhtxoG+NHlgEVjIciOcyOqZoYwkI5jIkmBw0HG1RWQBZzPxYNWFlsdqwOmzilFbZNN7d7XstKwQQSSWgd67BxDvUIuBwyy/HamsREqxU1kc7ovDwLN6yS/DMEiLErqjKbhU25CeaFpXvc1FW1j3q1nL91tDeQFcLizL5C2Cg/EM2kMpOExDVZ/3dkWxNadM85KFZfjE8krMCjiQVNWvtR7d/d0x2EykR3dZtRuhJBHn0sqNtUDBWGADYV8XyZTXq9Y/DpMABiRY0tR2OZbBqlqv2kucv9jWFrVOs4DFlW4U200oc5mIMI7HAo/ViCqvFV6bUV9UswyDmX4banzWvNec+/dgYmkRh3pJeelMNdA4vzEABcQmp7Gc9H3m2lUVcjPpCCcxK2Af8AtOioN0IxR0hJNwWw0w8Cz2d8fy1Gl1a6mcYZao3qHFDlN+dlJ9r0vV8mUWQEaSUOYmpZ1dkRTCySy8NgPq/ba8cdqMPMrcJr0MllOvbwWApJA+WE3ZWlGUvHJZSVbUMmcBZzQUw6oGVKtqvShxmdEeTqKuyIYVNR6Uugb6rgWWWIbFUqKq6Mzqcw9A9zw+tb4IRTbjkI2T3OdXoAp6AeBYIuJU67OiIeDAwnIXFlW6wLFk8yXXqjKZlfD2wV6sqPGi1GnGgR7yfmqfqcFvaUptrdAqKLQRaS0CDBjs7iR9+hzDYGGlC4pMeq1bgwndIg0gytbr9vUQMaaMNGTHhGUZRFPEdml7WxhtwSQ2NYfw1JY2RJJZnDnLP7RHV/2PNq8zim2YUWSFx2LQPzvJLFEFn1FMvsu2tYYgqS/AbODgsxrBDDPX88qcSGaJnZskK/DZDYBCsu+8Ws6ulcRXe62AQiocSpxmlLlM+uftld3d2NYaRiIj5tl/nT6zCCtrPZhb6kBTf0JXSgfI90eZ2wyf3YhwMgueI2rxWvb91JlFuqf3f3d15X02R4IGupQJ46E3D+H36w7hurU1+PSamrzflbst+N9LGnHN6uqpGRzlhIXnWNzzycUod5txw583oqlv6OJxMEaewzy1vOz57R14fvvw4jwUyrHgvffew6JFi7Bo0SIAwK233opFixbhO9/5DgCgo6NDD3oBoKamBs8++yxeffVVLFy4EP/7v/+Lu+++Gx/5yEf0Y1avXo2//vWvePDBBzF//nw89NBDeOyxx7BixYpxj09WFD2wklVrEA2zgdPta7Qe1Zl+O2b6iRXQmhk+fRErqyqcneEU9nZH0RpMoNprgc9mRDwtIplVF6CKAlGSyYJbXdw5TALOmxtAJJnFvgKLnB3tYWxvJ0qcJMNF7FiyBQLFVFZCKJHJy0BIsoKuSArr9vViX1cUkqTg3++3o6WfeNB6rAYIPKsHAQaeZC1sJh6daiCgKeGeMcuvL+4YkJLeRZVuZCXyHBlJHpJF1Y4lr5XYGskKsK87qmd6hhybswo2CSzKXOa80lGNaErURZU0DDyLXR0R7OyIYF9XVO+drPRY0BtNoSOcRCIrYf2BPhzui6Paa8ElC8twnrqJPbgUkwGDmX47Tq33YVbAjrpi4lW7WM1Ip7ISgqo1TLHDBLOBG1K6rM3JylovKlRRpgUVLjQE7FAA7OuKobk/oYsTAUCFx4LZJfn9hnpGd5h+db/DiAsaS4g4E4jNjZHncEFjALNLHDAJvJ5l08pnC22uzC93YmGFG7yaLe+LE7siDVkG3jnUj754GqVOExymfDXjWQGH6v86sDnBMAyqVAXpPKsc9RIwCiyqvRa8vKcH77cMPFdzXwL98QyMPJcX7AGkvPe1vb3Y3EKCnp5oWhc/agsS+6r56j2xLZTCrpzScAPP4ty5AdT4rHCYBPAci53tEbyxvxc2I49ytxk+uwnd0RQ2NQUHsocWAU6zgLZQEvEMaVGYV+Yc4p3sthqwus43pM0NINnQhhIHZvntWFHjQUaUwTIsKjwWOMwCzmwoxtJqT17me/D13xVJ42BPDJUei/4+afObi0+tOHBbBFT7rPr5gIFNBp4DOkJJlLstWF7jQY3Pin09UbQEk+iKEI/tzU1BtPQnwDIg2c7+BF7Y2TkkqGYZcu1qVSCRVBahnIoRbWMvT1ld/bulP4HX9/UQSzaGwZ6ugUx5Q8ChC5qlRRl9sQy0r8CMKCOaykIUC0iAg3wGbji1FhcvKIXbakCR3YhihxEKyHc+zzIoc1swS/1uawslkcxKsJn4vGvObuKRkeQhbSMMw2BjU1DXDBjsw20zkDJ7rT1mW1sYh/viMKuWcgd7YuiJja8Sj4pRUSaEF3Z04vv/3onz5wbwrQtn6z9v7ktAlGXUFtnwsWUVI5yBQjlyXBYDHrxmGT5071v49EPv4snPrdZLGEdCURQ89NZhsAyD8+b6RxTpoVAmk9NPP73gQlrjoYceGvKz0047DZs2bRrxvJdddhkuu+yyox0etraE4HQ6cLg3hq5wCumshPcO92NptQflbrOeDeLULGgqK6HYYYTbQhZw29vJgtwkcHBZDAgnsyhxmtETTaPcbYHbqqDCY4bbIuBQr4KMJOPFXV1YM8OnBxosQ3xgAegqq7nMHSSu0hfLEAVSSc7LFmkCTAxDfHEBEviu29ej/zuSEmEQGMwtdcDAsUiLsi5+8tq+Hpw+syhvAZrMSNjZMfAaWYZkOgS1rFNjVsAOA8fgH1va8myANLTvIJPAYWGlC92RNDrCqUJrUpJdyRkDz7HoVD1ri+z5QeicEseQ50tlJWRFGR4rKePOqJkZADjUlyC+pwYe9cV2xDOiGmhGkchIWFDh0tVmB8ZDehhJj7YMl8WglwBXeix69rLaa0VnmAgh5QZ9q2q9epVNLC1iS3MIc0od2NURRUt/Aj6bATIPtAQTCCez+rxmRBkbDvZhpmrtAwAJddE/XDacYRhIiozDvXFsbg5iZa0Xb+3vRVL1w+2PpfM2cICCcQGsBh4He+LIiDLKXGYsrHBDgaLb8ezpIuJo7x0OoiWYwMpajy5mBiDPQ1R/npz3NHd+RFlGb0zE9rYw+uMZGHgOYIDNzSE0BOz48OIyJLOk973aZ9UDWYCUajMM8ZpmGRY9UdI3KSsKShxm8GqpKQB8cEEJIskBSy2NrCSjI0T6QZNZEf1xYglWV2zHwZ44uqOkUkP7qAkcg2KHER6rAV2RFIKJLOr9tvzSbgA90TTiaVEPLgshyjL2dsWwtNqNrkgKBvVaNvAsmvpIJcKSKrdeqn7JwjL8d1cXYmmRWNeQ5lJUeSxYPcOn97rnzvXsEgeMPIcqj1VvK9DFqNTj3BYj5pe74LII6FUztX67CeVuM3iWgdXIQ1Q3A7U+0mgqC5/NOKSnnWMY9MdJm8esgB3xjIQimwGXLCzDU1va8Ma+XrVHNyfQVf/pd5pQbDfBLBCrsmA8q1da9MWJvsDuzih8VgPOnuPHVrWNIpTIYFdHBHPLnAW/f7T2hlw/5UqPVReb0jbydrZHiOK3OgbNR1pjbX0RjAKHtmBCrYZh4FPnnAUQToqYV+ZEXbFtQFOAIYFvNJXF0mo34ukQUllJvXYZbGsNoz2UhMCNXYgKoIEuZQJ493A/vvDoZiyscOGujy/US20URcGtj29BOJnF8186ddiyFAplIqjyWvH7q5bgE7/fgBsf3og/XbuiYGYjF4Zh8PurlqqWC/T6pFCGw20RAIYBz5ISxJRa3gYAJp5TM35WsCyDeEbEvq4YGlkHPrasEu2hpK4eDABeK+mzrFW9PYHc3lSFCEilRZw2swgui6Av7iRJ0cvzCokZ5mZIO8JJ+B0kQ5N76ylzmdHSn4DfYQLPMXp2Nq6WU84rc6Ih4CDKpCyLGUU2vd/xUG8cHqsBkSTpQ80VEhI4sgCs99tgNwl451A/DvXFsUS1YEpnJXRF04imSElewGHKK2HV0IaaVUsTfTYDPry4HG8d6B1y7OAeXVlR4LMZYFIzkblaGIOzr7lP6DKTPl2ikk0yLYvUILsrkkJDwI43D/Tiv7u6dN/SQoEuy5D+7L1dUbSrQkf96maDrCjwWg0QJQXvHe5HMJHBgnJX3iZAbkbojX09xD4GA/3KLosBswJ2dEfTcJkFfa46wilSRYAB5WUtOEhkhgZsAFS7qggy6nnTkoSd7SSLWeYyoTOchqho1QUD8zuY9nASuzsjJIhh8uc5kRHVAN2o34vSopwXvO7qjOBgTxyzAvaC6uB5VjkysOFgP0RZhtXIY2axHR6LgMN9CViNHAyqmJTAMWjuS+gZaYD06KayEnxqifCCCie5/hXAZuaRFAcC7kpPfsCZFiVsaw2jyE78gZdUubGkyoPZJWJeJtVi4NR+X63fVMH+7jgq3GYU200IJrLY10X8k3P7ZA/0xNAVScFi5IZkdRWF9ERHUyJKVL9fWVHQE03rm9l1xTZsbjEOmS9tLcqAbESJkqK2JAyZZv04jmXQWO6E10rOp51O+54wCSx6YzKa+hLY2R4BxzL4wPxSPRAEgGXVnrz/200C7CZhSA8y6XMnWV1FUVDhNuvVEosq3NjZEYaBZ/M+49p1bTMKsJt4/EsV1eS5gZ75jnASvbE0eJYIzzEM0FDiQDJL7IP64hlAGdp7DpDvsTf392JjUxBFdoM6n7mbaQx6Y6S0u0wVEeyNpdESTCCdzf8+K3Ga0B5KIpwkwmhaoFvhsWLDoX6kRAmpQY9pDyXBsQzcFgPK3RYwINUADMh3c0qU9H74sUIDXcpRsasjgmsfehcVHgseuHpZ3pcXwzD4yWXzkcxKNMilHBOWVHnw/z66AF98dDO+9vet+MXHFub1OBVCW1ylshK++ret+OTySqyu8x2L4VIoxw01PhtaYkCR3YCA04zuSAora4nqJc+xurotxzKwCBwsBg7d0Qxe2NGJeeVOzC5xoLk/AUVR0BfPkLJflpToRtRe3fZQEq/u7UZXOIUiuxHVPivspoFAV1tuGXkOkqwMua8E4xld7TQjykikJRgFNm8Ty2bicdMZdTjcl8D7rSF9EemyGHDOHL9+7nhGRI3PikhKxK7OCPwOU97zdYRTMOaIO/Eci8VqUAsADosAR1zt0QUDr82IeIYEDBlJJsJESXFI5Yk21GiK9JBqGeVcvFYjAk4jYmlpSPav3G1BIba1hSFKSl7waxI4LKxwYX93DPF0Fgd7Y+iPZ3ThnAoP8QjujKTgthhQovboOs1kzIO9TxmGCEO1h5KYX+5CV4S8jwaeJXY3ioJIKgu3xYDVM3xwmHmkeqW8x2sEnGZ4rQa4rQacNdsPZVcXEhkJfbGMXp6tva82I4dKj6Vglj9vfDn/FjgGHAPMLrHDyLMIJjIod5shq/3hc8rs6Ayn8NqeHt3Hs1BKN5ISwbEsLEbi39odTekbIKFEFn6HCXXFNhh50q/qd5jyengT6QELKo3cp3GYeWhtjJKiwGLkEEnKMAkcqn1WNAcTKHWZ4LYYEUuLqPZaUOmxIJaRsEm1vCFzxMMicMhKRCl4Y1MQkqwQ0aNBXYyiRDaxtPWcokBXRz93TkAP2i0GHusP9Kk99aTkncl5H5dUubG/J4aMJMNhEmAxcLpCde5acbZabWDkCm/G5L5vswJ2BJwm3csaAAJOk16qm2dXpU5kWpRR4THrWdrcz3HuXDMM+d2MooEsvr4Bp76nDBjs647qNkbzypyQJBmH++LgWQbFdpO+IRJKZLC5OYQqrwUlTnPexhg5N1Ei57qiCCWzkGQFO9ojeh/xgnIntraG8wJS7RSiJCOeljDTb4fDLECU+vLGzDEMsWZKZrGpKYRl1W6crlo4ua0G9McyKLQyEnhWV0QHAKuRz3t+Vv/MkdaQdFZSe3RN+tjSooSXd3UjmhKRlWXU++15zzGv3Il93VFsaQnlqeeTigMLAg6TXqZf4jLpz++0kLJybVNyrNAeXcoR09yXwFUPvAOHScCfr1sOt7rDvr87ij+sOwiAiH7MLXWOdBoKZUK5eEEpvnlhA57a0o7v/WvHiOWguSQyEg70xNEaGqr8SKGc7CTUDUtRHtqjOytg1/speZYBz7GY5bdjWbUbxQ4TjDyx2wHIBmgokUV/LKOWrxqwVt1Y6o9nIEoKytwkyEllSY+u9gk2GThcOK8EaVEq2Iu/rzuGHWqPbpXXCoPAYnt7BIqi6Itcj8UAhmEQSWYQSmT0smiOZWAx8JAVBc9t70A4kYXAsXqwsLLWg9PqBzbABJbV+/YKcXaDX1/gMQxw1mw/anxW9MRIKbIkK7pFSi5a36nHakB9sQ2RpIhX93bnHbO23oe6YvuQjO5I33QZUS6YkdzSEsLuzii2t0fAqtlAgIjrNPXFoYBUbR3oiaGu2I66Yrte9kksegaWkUQUyo4zG4pR47NiZa0XxXYTbKpn8KIKNzKiDK+N9P4ZeQ4zi+2YXeLAqlpvXvCzsMKlX1MOswCrkYfFwGNba1gXM9KuQK/NiEWVA5sMY4FhGCyp8pCsUc6KX7uuBZaFRfXH1Wat0Pw2BOxYNcOrl3Qe7k1gj9rfajFwMHAsNjUHYTPx8NmNekZco1y1dMotxcx9m2YHHLpftCQrsKtZX1lR8MrubmxvCyMrkUAzlhLRHkqB59iC/d/BRAbvt4aRFWVEkiI6wyliGcMAgZwM5J6uqN4iAJANkTMailHqMsNsIJZHG5uCWLevBwaeIUrODHC4L4FtbZG892VhuQuRZBZpUYLXasDCCteQDRKnWcCSKg+clqFjVkBElWaX2LG61ge7iVQfDNealFvFpX22++MZ7OuK65/X3I2v0ZYHWkys9+VzDKIpER61LLm2yIaWYAJ9sQy6Imk09cWx/mCf7iluN/HY1hbG/u7YkECXUTemBJ6FzcijL57WfcfVA8hz5/Xokn9H0yI2HOrTN04O9w1oFvgdJsxUe2iJFVVW/56IpUUE4xlkZRmKQrLJuTY9NgOv9+FbDDxRvc8dM0h/e20Ryfp3RtLISqStQ6tIYEBK1jMSaQ0Y/Lo3qn3cNV6rLnCnnZtnGQQTWSSz5DPeHUljr6ro3xNNY0d7ZNgqjeGggS7liOiOpnDF/RsgyQr+dN1yva8HAP72Xit+9/pBBHM/sBTKMeSGU2fg86fPwJ/WN+HnL+4d02M8VgOevnkNPraU9JJHU+Mrj6FQTmRe29MNjiXqvTvbwuhPpPH63h59AagtXjWl4lhGhMCxWFjhQlNfHK/sIf2vXqsRRp6F2UAyUiwD3cqkscyJC+eX4COLy1HkMOKtA70IJjL6Qk9bdM4K2PPsTzQayxxYWj2gBB1KZJERZTAMo2ejih0mvLW/F5uaQqSveNBCVwt0NBuYhhI7an02tAaTulAWMGAzUqjlYUaRDQoUvf9SO6LGZ8X8chfOnu0Hz7EFWysYBqgvtsNlMcBhFlDjsxYsaSXnZQr27/lsRj040phX5sRCVfk6F5PAwWczYlWtF2Uuk54RbgslsaUlhJd3d2NuqRNVXivSooRIKpu3cD2/ccBdgWXI+Qw8q2ddtA0ObVF9Sn0RFle50dyXQDwtgmVJcDxYAT+cyOKVPd165u68uQEsrHCp9j2amjU5NpLK4vW9PaNmevhBPYmKomBfVxTvHgoO2QSIpLLISgrKXGZ9jgsFRRlRRndECxhJSbBW6UACGTOsBh52o6AfP3gMbIFrSINlGfgd5FrP9aBNqRtPDEi2vieaQsBpwgXzSiDJCjoLbNhqytUmgcXKWqKQLCvk+szdKCh1mvP8TTU0W51wgpQP98czkBWyqcQwREF48DwuqnSjymtFOJlFSzBJ/H3H2SZEyqJ58Pzoj7MWKNH3O4xo6U/oGyTDly4P/cVgMSqHRcC8MiesRl7/7Bc5TKjyWlDrs8JjNYBXM6p2k4Cl1R6srfOh2mcpEOgO/NvAs3CYDGgsdeDCeSUAyMYFMKhkXhfm47Gy1gsjTzYVB3/eRVHWN/3OaPDr3zWd4RR2dUShaErWKOw1Pa/MifPmBsBzbN7zMwyQFRW83xpGdzStX7+STK6HZEaCgWexpMqDGUVWpEUZh3sTeVUMZGPFjCtXVWFhhVufY6JOLyOREfW5MvKsaq0FbG8LozeWGSJwNRq0dJkybsLJLK5+4F30xdJ49IaVeplHWpRg5Dl8/fwGXLu2Rs/wUihTwdfOm4VwMotfvbwfTrOA60+pHfUx2iJiV0cEn/z92/jJZQtwzhz/ZA+VQpn2NATs4FQ/VrOBBxjo2a71B/rgtghoCNjBs8Qbcl9XDIzCYHGVGyVOMxxmAQEHES450BMFxzJYWOEeUn7MgPTkpTIyFlW4YTMNlM4xYNDSTzJmtT7bkDHmZsXebw1hRpENLjVLxDEDPpMemwH1ATs596BzcCyTV95b4jTDbhJgMXJ6mSlASl+TWQU8y+SJCwEkYH9yUyu2t0cGenRFCb2xNCrcFjBQ4DILwwawc0od2NkeQSiRQbWP+Ek+vbV9yHGa3coA5H8ra71D5nU4vYKGgAMd4SQ8NgO6YwOL0fnlxN6mN5pGXbENbx3o1dXpSe+0QR3DwPMwDHnvX93Tg1RWwiULy/TgUlJtheaWOrD+ICmzXFTh1i2YBvPWgV5kJDmv9STgNGFptQfvqjZy2nOLqr9yoQAq17u0zGVGKjsQALx7OIhQMgO/wzgkxImnJRzoiUGUBwLTQhnxzkgKe7uisJtIL7iR5yDLxPt3f3cMfocRDpMBWuI7lSXrpLTaE3u4L45QIot61QqGMKjEVZ0DKae6wchzWFRJxJfaQsm8eWwNJrG3KzrkGjAJHEwCh4wsI5LKQuAGxMxyhYncasn4wFwQFdy6Ihu2t4Uxr8yJZdVEAVkBsSJiQErafTYp532RsW5fDyKpLKwGHkAaB3riaCzlhng9D4eiKNjfHUM4mdXLkzVyPz8Os4CoKlqkUemxYLeaXY+kssioG1X510nOXBcIgLW5lxVyvWnv75bWIAIOkuBxmIS8svmFg65rbVMuVxxs8NMRax0TvDYjZFnBihovWIb0LxeIc3WRu5d2deHU+iLU+GzYp9a4x9Mi9neTx/Fcfk9yhceMZTVuIhA1aKNOqwJ4cWcXEhlR7xfOv+wZBFVlaLuRR0OJXd0ElHCoN45YWtS/ZxsCDnRFUuiJZvRSaEAt95YVXfyMVUX1GJDsu/b6ANJ/rX2HL6vxQFEUhMeZhKCBLmVcRFNZXP3AOzjQHcODn16G+WrvysNvN+FP6w/j8c+ugstiyGvEp1CmAoZh8INLGhFJifjhM7vgMAljVv6u9Fhw9my/brdAoZzszCi2oz/DwO8wwWMlno1a5spu4mE18ihxmnWPRYuBQziVxbPbOjC31JHX97a40gOjwA5ZiIcSGTy3vRNFNiOqfRZUerWFrZrRZUlGuK7YBqVAIWlfLI20KOuZqtxsWe5zacFdXyw9aukiQBaoh3riRL1VhedYSDI5bwHhXBTZjPoCDQxZLLYGiVcpA6AnlkYkJaI855zDMZxQnrZA1BjYEBjKRrUEOzeIB4iabToroTeawd7OCBIZCbVFNnAsgzKXGWUuMr4qrxXFdhOsRm6I4qlJVV0FiGpqKivpokJaabNm8eQwC1hY4VIFeoZfglb7rLAa+DyF3rQooT2UREaU8wJ3j9WAi+aV6AvnXM5oKNL/zah9i1qgW+OzgGWtaO5PDPK+JYJUqayE9Qf7oFSRnxW6VKo8VkRTItpDSTAMuVb6Yhnd43NljQ9Oi4DWYEJ/jMPEY3VdAM+83wFG7ZDN6xsd9ER8bqCrDJTaB5wmbG6B+r7wiKZIcF3ttSLgNOLN/fl9m6IsIyPKCMaz2NsZg9nA6Z7VuddYVhX/shqIuJUCIoTFsQwunFeiZwANPIt1+3rAs6RfutRpyguYOXUTKC3KcJrIxk4sLSItymMOdLXxAPnZ8NNnFsNkGHi/T6svGvK4umI7ZhTZ8NBbh+GyCEhpXt85c20awzgYhtG/SziWwd7uGGRZGXL9xtIieHZgQy2czOLVPd0IOExYWOmCx2occl6Nfd0DAS2rvrdaiW6hz7iskP7umX47zAaO9JoLLLa3hcGrJdOlLhNEScHbB/uxuMqlehlzcJoFdIZTSIsSGJDPpNti0HvRtefVqzEGzYd2DrtJQI3Phu4oEb6aW+qA2yIgnMxi3b4emHiisD+3zImd7QM2WMQ/OXce1NetVkCUuy16qTWrCoUyDPRN1ijt0aVMFrG0iGsefBc72sO474rFWJMj2NMQsKOxzDmmLw0K5VjBsQx+/rEFOGNWEW578n38Y3PrmB5nNfL46UcXwO8wQVEUvH2wb/QHUSgnMH2qFQlAdt1zsyKNZU7UqNYgDEMWJw0BO9bM8KLSY4HZwOX5wM4rd2LmIIESYGAhW1tkRYXHgkgqC0VRBhY9DPHI3N8dQ1c4PeTxzf0JfUG1sMKF/kRGD/AGB9W9sTSC8UzBgPmpLW14akub/n+LgYPPboSUk93TbJR4tnAQurrOpwf3DBiYBI6UArIsEhkJLMPALBQuXc5n+EicZQv36I6nMlSWidDQtrYQBG4giO2OpvTeOAC6wmqJc6hP76n1RVheQ0rGrQYO5zcGsEL9v7bo13pTTQKHKi8p8RQKBKYas0scORsdhL2dMezqiBRUXS0U5AL5Gd3BlLstqrJrgZJVloXdzOcpSxfSezAbOJS6tM0KBq3BJJr7EzDyLHw2AyxqH3ZuUKN5h/IcgyqvBUuqPSOunfTyWXngs9BY5sRz2zuws0PtWVSArKSgN0YyYlZDfr8rzzJIZSXsaCcK0afM9MEokM2awddLc38C/93VpQsw2Yw81tb74LUZIXAsWJYo876xrxcGjkWV1wKWQU4PLPTXzLEMREmBpPbJL6oc2qM7Gg0BO+aWOmDJKUt2WoS895ZVFYYHwzDEm7U/nhno7c45bHZOye9wnxuWGfi9iSd+28UOY14Wd1WtFw6TAAWkmkRRFH2TpzOSgigp8FgNuHhBKc6bG8DaOl/e81kNZBOgOyfrq12X+Rld8p+sJGNrawg2Iw+TQDYktPkxChxEWYEokaNFtR8XIJuJPZH8706BY3HqzCK9R/qShWVqNYbqIz2odNltFoidUo7SM8uS7zieY2HkWVR7rYhnRISTWWxuDumZ2tHmN6t6PGsbZ7ll1a3BBLa0BPOyw2OBBrqUMRFPi/j0g+9ga0sI93xyMc6a7Ud7KKkvBpZWe/Dzjy2kgS5l2iFwLO67YgnW1Plw6+Nb8bf3Wsb1+L9tbMXHf/c2Njb1T9IIKZTpz9sH+7BuXw92tEfQ3J9AazCBl3d36YtHDYZh9NLNrKSgscyJlv4EXlc9akei2GHCB+eXosprRVswiVd2dyMjyTk9uqpVRsABt3XoYnlOqQNrcwSjwjkBUW6g+9b+XmxpCaErmoY8fBypU+I0q/2t+SthWVH0QG5wWWU0lUVyUC+ZSeBw0fwSfGRJORwmAXNKhlaMaIvbwYvuuaUOrKjxDjlWW4SGk1nsUn18C2WAF1a4sKhAj66kKHBZBJw2qxgVbrMuDtMbJX6bL6l+sKLqb9kXSw/pNTQbOF2ng1E3ALSsixYoau+h1su3vzs65NrJpTeWxos7u/Lew3K3GaVu87gDpeEQZRnbWsNYP4x108xiovA7WPV7MFqfOsMA88udOHeOH3XFql9sgSy71iutBUKuQa9n8PMYOJIxTYkSABIwapsoPMtgb1cM0bQIj5Uoh0uKgpacDDKgBiI8hxqfFW6rAIuBeBgXElQrthuxtNqTF2Ro7OmMojuagsCx6IuTa6HUZQYDRv8s5T7q9FlFKHWakEiL6Ain0BsdukE1EgrINUXWluPr7dVYMcMDBkA6o/XMD+1JHQntepcVsp6YXWJXRe0Gjil2mLCmzoelVR64VME7s4HTg0atlFl7LV5bfrl8kd1IWjtygnnt/IUyukaexaoZXthNvP4dkPu6im1GBBNZOM0CTqkv0tfmbaEk9nUPCFeNs10aABE129EeQTIj6Rt9oiSjN5pGIiPCJHBoLHPi9FnFutJzeERLoJxNIFFGWpTQEyUB/4BFFIMDPaQ0ejhv7OGgpcuUUUlkRFz70LvY1BzCPZ9chHPVuv17XtmPZ7Z14PRZxQUV/iiU6YJJ4PD7q5bis3/eiK8/8T4kWcHHl1eO6bEfWlQGA8di8ThVPSmUEw2WZeA08/oiWfvef357JxoCdlSrWV1ZUXCgJ46spGBZjQcVbguK7WNbnDAMsLszgj2dUSyr9kBgB3wkOYZ4OO7ujOSVEWtoGZ5wMotNTUEsrfLArfaS5ga6AacJRoGF1cAXzNINLu/VyLf5IJ6+bosBS6s8yEqy7hMMAK/t6cHODtKjqy9YZQUZSYbAsbh2bQ0A5GWOR3rOuuKhGXDtJXVFUqNWnQxn8ServXJOs5AXYM0pJZsJ2gJ1e3tEV7o+s6E4z/N2MC+qwXFuVkh7b2IpEevUTQ+TwA3bp/ze4X6kRXlI7+iCchfe3D80MB0PHqsB/XGiQNwWSqLSax1yDIP8ct5YWhxVwZ8BCYRiaRFNfYm8QD43oND6mwWOxcGeGA70xLG61osudXE/+GlYloHVwGF/dwwCx+oB8iULy/DCzk409cZhyUkytIeSONybr0oucCTj6bEakMpKCCWyOQFSPprvq0Y4kcX7bSHML3NhdyfZTLmgsQRLq9zIqHZFLANk9YA/vzSY41gUO0zoCKfQF88MycaOhNtiGOI/O144hiWiSsjPOA9mtJhPUYgPb38sg6b+BM6x5et3eKyGgv7ew5E7T5wqOlboc1WoaoNjGcTTEta39uH8xgCMPKe/LodZwGn1RXiyQAXbTL8dHMNgj1qtUaiaQftOGvw96FQzuamsTBTXeRac+vnMSDKa+hMIJ7P65pZ2fzhjVhFe3zv8RmfuV1MsLUGSByo0cqs+VtR4IMuKLhQ4VmigSxmRZEbC9X98D+8e7sfdn1iE8+YGEEuLsBl5fOui2bj+lFoa5FKOC0wCh99dtQSfe3gTbntyG0RZwRUrq0Z9nMCxuHQR+cJv6U/g2W0duOHU2mH75iiUE5HlNR4cCiuwqOVpPEuUNUlGx5QnvsKxjO6/+NSWNswpcQzxUixEKivh2W0dcFsNmF3i0EtC9QU5SxZPdcW2gtmmvlgasbQIp1mAzcTnlRXnBnq1RTb0xzNoDSZHtOQZTG5mRVKIzZK24BtcAn3m7GI1AzewgI5lRLyyuxtGnstTK85lPF8r2nfQWForhuvRNfIs0lnS+7qjPQIFip4tLHGa9UxtudsMm5GH0ywM6dEtRG4Ae9rMgYyS2cBhabUHNiM/bJALkMCe9HoPHJPIiDjcGx/SozteVtZ6kUhLyEikn7sjnMrroQWQF/V0R1J6X+/gvuhcWIbR+zJjaRFzShy6GFeh61XgiLhRRpIh5CgKFyqnt6r9rZIs6a89I8roDKfgsRogygoSGRE72iOo8VlR67Phv7sHLIK08udERkRzXwI9sTSM6nm0oc0pcSAtkj7eREaE3SSQzw0D8CwLMOS93NwSQjiZRZHdiPX7+sj7yBQu7QYGfv6B+aVo7k8gkRExwlufx+JKF7a1McSDe1yf1gEykgSzgdPnYLyqz4PpjaXBMgz8znwtmp5oGgLH6BsZsbSI/+7qglng9ARRLrkBXnN/YohquDbM3HnNvfaykoz6YjsEVn0ftceBbI4IHItIivTLahZWAseOGowvrhwqEggAa+t8amkyp1claN+xJoHDvDIniu3E7mj9wT5dtM5mFIZtLSDzkCsgZkaNj1THCBwLU057BymNHv97R0uXKcMST4u47o/v4u2DffjF5Qvxgfml+J+ntuPK+zcgIxLfLK0vi0I5HjDyHO67YjHOmePHt/+5Hfe9emDMPrsA8PeNrbjvtQNDhEsolBOdIrsJy6o9A6Vk6nqDYxnML3fp3qoA6W9sCNixeoYXDQEH7CZhTH1VRp7FTL8NK2u8KHOZh1jUaQui/d0x9CeG9nx1hFPY2R6By2LAskF9j4MXt23BBOkbK/DxH9yjq5F7qCgNlFMD0BebGnaTMKSVx8QT1dvcAHxwn6q+WB3Dem486/VKjwXVg3peAWBxlRszim3Y1RGBWeDgMAk4fVaxmvEM6UJAPhsRASuyG4fNDmt8cH4pzpo9kO1yWQz6XBh4FmUuM5xmYcTz1BXbdB9djf54hihyi+Pr0RuMwLFwWgS9XLQQPDuQ64qkBgKQUpcZc0vzS85LXWZUe61oKLHrWdxqL+lN1zYjCm2MCjyLMrcZZzYUwywU9tHVaAgMbBRp11xMVdcNJbIIJ4nVD8k8A8ZB/d+8en029SUgKcAHF5QOGVO9n2it9MTSeG1vjy5K5DQLWDXDC6dZgMtiQDIj4a0DvXhrfy+Mao8uAwZaC/tw72q934ZLFpYOq7RdCD4nMBvHrTqPSDKLSDJbsLQ6l7FuXpsNHPwO45CAcVtbCK/t7cHL6gaDVo0wXDIoN5vKs8Rap1CJb1uuVVSOAv2ujgi43N7kAsNnwejvPUA2xfbnlC4XosJjyek7zzlXgfnRe3RV/QSOZWAx8phd4tA/86NNq/ZcHMsgksyiPUR8xs+YVTwwR3oZ98jnKgQNdCkFCSeyuOL+DdhwqB+/uHyhvgu8tq6IeACOoa+BQpmOGHkO935qMT60qAx3Pr8bdzy3e8zB7pfOrse/v7BW93yUj+Rbl0I5DpFlBbIiY3NzCF2RFDKijP/s6MxfhKkwIIvL3lgGswJ2tAQTuqXMSDAMg8YyF8wGDj3RtG4jo8ExJEvREHAUXDw2BOw4O8cObLjM2ws7OrGjPYJDvfGCWaJl1R5dgTSX3PNp4lq5YiwjvS6ABHnnzQ3kjfHMhoE+ttxjNUb6hhlPZqrIbizoPWwSOCyscOO8uQFUec0oshthElgkMiIO9cbxnx3EUigjEpGY7khqSI/uYKJpUfe/HYwsK+gMp7C9LTyiV3lnOIV/bW3PO6bcbcEZs4rzlJhPm1mU5508HlJZCZuag9hQ4NrkWCZHVCn/5yWDMnkcy2BBBVG1LXWacMnCsiFzXSio10qQeXb0pbjLYoBXVe3VzuQw8fBaDWhSS+ZtRh5nzCqGoihDSpe156/0WDDTb4NZ4HKutfyxea0GrKr15glxaWxvC6Paa0WJ04z+RAaSoqDYbiooRjWY5r4EDg4a11goVF47HpxmA2RF0Tdtxlu6PNh/usxFPieDs/TLqj2YW+rUXUeMPOnRXVGb31uvP1/Ow4vsRpS6THkZzMGvmyhgD3z2Vs3wwmsbCLbZApsqNhOPVTO8sBh4pEWJ2P3k2IiNJ0teaN60a1eSFXRFUoiksrAZecz028es2TO7xI4LGkvUTT+iDs4AesVBLuNJTOhjHPcjKCc8PdE0rrx/Aw72xvHbK5aA4xj8+/12fGB+6bDlVhTK8YTAsfjZRxfAZRHwu9cPIhjP4I4PzxuxvAYgN5ByN8kyPPjmIbyxrxf3fGoxFWGjnPCEEhls7Y7p/q8MA/gdJkSSWWxuDuKU+qK84FPrUVxT50WVx1JQ9GYkMpKMBYMWmAxDAujdnREU243AoLhN+/w29yWwpyuaZw+Wu0bz2owIJjJoCNghF2gdLpTNAPIXWVo/YqGS1MFoR8iygnhGhJHn9PJTzdt08LH6onUM5x0La+p8w25QcywDjtXEfhTV5sMCjmV0Qa2mvjh2qmJX580NqMcX5q39xAO3UK9zRpKx4RAJLD1Ww7C9vs39CciKMiTjbRmUDXRZDHANTVSPib1dUbSFkqj325AYJByWG5jmbigwGHmDgVH7yMPJbN7nodDUcyyD/d0xdIZTecFUoU2W3HNoz89zLAJO0xCbm/ZwCp3hAfVep1lAtc+C7mgKViOPeFrEgZ44zAKnZ21z0a7JtChh3Z5uuMwCQokslla7caCHZAO19zaeFpHKSroFD5mjwvPTGkoilZXGXXqul/CO+RGDXo9aAl/ISmksVHmtSGVl9KoBYlsohXAyM6QceXBv83jgWQZuiyGvd3nwMBnkWIgxZDOoPZTE+Y0l+u9z/x6M5gO+tNqDVFbC9rbwuLLkheZN+5yIsozWYBLhBPFMlmQFAje2uWYYBgZ+oNc3Kym6ev/ghx/JNUADXUoebaEkrvjDBnRFUnjommVYNcOLK+9/B2lRwkXzSmhfIuWEgWUZfOcDc+CxGPCzF/cinMzi7k8sGnPQahY4mAzciBYZFMqJgkHgEHAQb1GTQPrdFla48PLuLliNfH4mgiFlipUeC57Z1oEimxHLasaXdStkP8QypPe3rthWcKHcG0ujP56B22KAz2bQy233d8cGlTEDFgMPWRlf119uv6hmNTSGZJy+WMtIMl7e3Q2GYXDxgtIRH1PrsyKdlVGb4z88mMEB16IKN6LpwllSX4FsrkYiI6I9lMLuzigUKHrwrvXnAkTAa2dHBLU+m56JHI7lNZ5hs74GjqjF2ox8wYyhRl2xDR6rYchzjbWYbNUMr15ePhxVHiuK7EZEU6KuWK3B5QREuU/JMCOXYiqKgjf392J/dwxLqtwD4y5ofUOysIoC/XqeW+ocYqs08ICBxwGkRzORkWAz8WAYBmlRwsamIGYU2TCv1IF/b+sAAJw+q1jPsCcyInZ3RuGxGuB3GHGoVxzyejJqCa0CRS/7LXOZwbMsVs/w4VBvHLs7I2gIOLD+QB88NqJAPFqB08IKF7a2hMZtD6NxJNk8gFjWsAwAZuTc8Ejv66yAHbNAvpO03urBm1zdkRTAQPeQTmUl/GdHJ6wGPq+KQyP389seTg1piRo8HJ5l8gJTgWNRlSOkNlAmP3BMLEV0AZZUu+E0CzhvbgACx+YJ500EBo7FwgoXyt1mtPQnsbkliPPmBlTro7Gfp8xlxoWNJdBC2sEPpRldylFxsCeGK/6wAbG0iN9euQSN5U4wDINff3KR7tNFoZxIMAyDL5xVD5fVgO88tR3XPPgOfnfV0rzSuOH4+PJKXL6sAgzDIBjPQJSVvD5FCuVEwmbkscBpRWswQbxt1Z9nRAV2EzdERdUkcHBbDeBYFh3hJCLJbMHS2fFAlEZl7O+OochmHNLr1xtLY29XDBcvKNU/i3NKHKj12fJsO+aXu1Djs+K1vT3jWjjN8tvhtRmwpzOq+0KO1q8KDGS4BI6F3cQXLFXVMmLabZbnWMzLyUgXPO+gpx42QBqFeFrCjvYwVs3wEEVtlkE8LeL91jDmlDjgtJBMlcCxeqZlJEZ6n1mW0QOBkRhOwXas65CxPIfTIsAicUN6wbVxFoIBM2pGl2WIP27e+Qo8hgGDgNOEWcNUFgwZ06DAW1FIv2hnOJ3XJ6soQ8evBaE90TTK3RacNrMoz2Yml2gqi7cO9GL1DB/OaCgGp24wAdDbCvZ0RmEWOAiqZ+qh3phe2j/c9PgdJpw7NzCq0vhg3Op1kLvxMh5SWbIhoKkmD8dYS6Rze0pz2dsVQ188DaeZ9LlrFRT+YfrAc+dJVhSwDPKy3YOvdY5l8ryy24LJvNLlQqNnWcBuIir5LMvApFZi6NfQGF9ve4EWFY15ZU5sawuDY8iYXVYB88qc+usfT+m51chj5YzCpd7kuVx4S7UDG6tGEA10KQCAXR0RXHn/BgDAX65fga/+7X3UFllx3xVLdAU5CuVE5cqVVXCZBdz6+BZ89L71ePDTy4YtX8xFW5ze/Ogm9MUyeOaLp4xp4UuhHI+EU1lsbQ2j3k88Qv+7qwsui4AVg7K1jFoCC5AsTrXPcsQlfbmwDOk5W1PnK7gZNctvx6xBmWDNzzIXjmX0DO948gNakLb+wEBP51hKl3Of98yGoZkdAFhU4cLOjsi4NpTH4gE6Fnw2Az4wvxQsM7C4lhQF3VFSonl+Ywkyooxyt5moDssjBwyj0RZKoqkvjnllznFfFxP59ZrKSthwqB/NffFhvXkZhoGYk6ocLaMLEKGnjCgjmZO5LHSdkCyoAlFSxhQK6MGy+peBZ+F3mHRxIQPPYm29D22hpF5irGE1kus94DRhXplTDcjJ7wbv9ThU71W7iUd3NI33DvejwmPB4ko3trSEYOBYnDsngH3dUbAM2ZQ41MsMm9E9b24Akqxgj1oxMF5sRn5Yy6+xkPseHq3ici6DWwGWVrvRHhpQcuc5dsRx5w6lwm3BObMDeeccktHlmLwqhfnlzoLrjdzA0mLg9R72SCqLnmgalR5LQUXn4Vha5YY0qI2EVASQAL62yEZ8ySMphBIZuCyGMSULxsLgtys3mTCndOSNQA0a6FKwqTmIax54BzYjj4evX4HaIhtuOLV2yI4khXIi88EFpfDaDPjsnzfiQ/e+iQevWY45pY5RH8cwDL52XgOC8QwNciknLKmshLdb+mAxcLpnp9nAodprHRKcDazHSY+VxcAflR3MwHkZCBwzbBmuNo7dnREc7k2MqCmhLXiPVMlVP0/OZ352iaNwyW7OojKYyMJi4Ia0SFR4LENUhkcjN3haW+cb12Pzhscw4BgiKMOoWS+HScCSKrf+vvXF0zikCgnV+21gj0Ig6D1VZCyZkcYd6B6tMFEuh/viCCUymF3iKCiqppEbDDDM2IIlA8/mXfOFStydZgEHumMIJ7OYHRj9XjO4RxcAFle4h1gj9UbTesWBhpHncGZDMd47HEQwkSFltsPMpWZB0xNNY5NqSxVR1YBbgwlYDTzmlDowv9yFcCKLZEYCy+TYgA06rXattwZJ374oyaPqYUwkNiMPl7qRcaSly4UYfL83CdyQVgPiMcyMGpCWuy1D1huDx8OzLLKSalnGMHpGfk0d+T4c7ausP5bB9rYwylzmcQX8DMMMsfU5pb4o7/9r6nx4fnuH+v3GQ5RlvdXj6PYWhjZomwRuXOXvNNA9yXl9bw9ufHgjiu1GXDivBO2hFGqLbPjIkvKpHhqFcsxZPcOHJz63Gp9+8F187Lfrce+nFuPUmUWjPi5XSOQ/OzrhsxmwpOrIlEAplOmIgWNR7jYjmZH0RerSKs+omzsbDvajL54+qozMWOmNpXGwJw6XRUDlKEHjRCV2coPNQn3Fuc8lyQrW7esBMNTP9kjIDZ6Gy0iOhVRWwuG+OPZ0RlHuNuvfXZrwHgC4LQYsqXJDUYZaIo2X02cVw8CxQzLtY2EiO6jK3RZ4LAZIijJsoMsAeRldA8fqAedY/IQ1CgUWfocJFzSWYH9PbExzOiihC4CUXztMApxmAbKs4I39vajxWbGgwjWkRNhuErCk2o1NTUFkJDknO54fIomSjJ5YGr3RDGRFgdXA64HNRfNK8o5df7APpS5T3mbXcFUJs0sc2NMZRV/82NrzBZwmVPusZCNnAq+fwa+zN5ZGLCWSMnK1Z/r57Z3wO0xYWUB5ebxjGdyjO6/cWXCjLve88bSIF3Z0Ymm1B1VeC8rc5rys8UT5RvgdJly9ugYAEXnb1RHBxaqF1URv/582swjprAyIw29O5UJVVE5i/rG5Fdc+9C5qfFb86brleHl3t24lQKGcrMz02/GPz69GldeCTz/0Lh5/t2XMj5VkBXe9tA93vbTviIUzKJTpCMsyWFLl0YOTcrdF900cTO5PZgXsmDGCoNJEwrMMMqIMl0UYtRpD4FjM9Nuxum74frCxMJ4SXo5l4LEahvVuHfdz56xoj8byL52VsbcrhlKXOS+4zcUkcCh3jz/rXAinWTiiIBeY2EDXauDAc+yIWX1ZUfTe0xlFNtT4SAXD4kr3uLLow5W4zy1z4pKFZWMSQdQCq8HX3AWNJTilvggMQzLJ2u+rvVasqMm/vk08h4aAA+Vui36+wa8/Kyl451A/nGYBF84rwZkNxfrnPFe1uKU/AQPPoNpnzRfsGmb8pS4zzmgonhIBx4Fwa/KqrtpDSWxtDeEttbXByHNYWu3BokrXMGMamSEbBgyQK9KkbXBoFFpzcCyDYodJV0AmffYDasaTsUzxO0xYXOkeuF6P4kNb6KEmgYPTMvaNPZrRPQlRFAW/X3cQP3p2N5ZVu/GbK5bAazPisRtWwWGmlwSFUuww4fHPrsJNj2zC1594H63BBL58zsxR++c4lsEj168Aqy4GJFmh5cyUE5LFwyzecmEY0lM1FpG2ZdWeo14AuywGrK0fe/Axu2T0ctHRGMvHW19iM8yQkr+je+7Rs2hjwWkRRlWBnki6Iim8e7gfp80sOoIe3Yn7Pu2PZ/DG/l7M8OVvxBRSlSYezwM9geMN+Cein3o4y6ncEumVtV40qdn5wfZc2rEB1Qd4OEEiI8/i9FnFsIziKpDISOBZFg6TMKb3ZXdnBBlxDKpbk4Coqn2lxeFLXo/20ppd4oDbYsg7T9kIWh/5WfCxPYdWXFDoeF2oKudnxCfbBQDoCCcRT0uoK7blPPfERLqyrGBnRwR+hwlFdmO+tdYUr4FoRvckQ5YV/PCZXfjRs7txYWMAh3sT+NXL+wGQmx1VVqZQCFYjjz9ctRSfWF6Bu1/ej6/8beuYbtJuqwFOiwBRkvHZP7+Hn7+49xiMlkI5tkz0vaLUZR42ILYZx7cB+97hfvx3V9dEDGtEvFbjmMpXc+eqO5pCLD3Uu/RIGI8Q1lhIZSVkpckPRFr6E5BkZYh37ViYyEA3qFru5F53Cytc47bCOlZo8cJoUxBKZHXP15HPV/hELMvAaRbQFUlhZ3uk4DEAqdaYU+pALJ1vUTTc+NpDSRzqjaOxzIE1R9FTPtXMK3MW3OgQOBYVHsuwVRGDOZL4b0wZWPW888qcmJezOdMdSaOpL557yITS0p9AJEV6tiOpwjZn42UixknTdycRaVHCV//2Pv61tR2fOaUGt18wG3/Z0ITVx/EXDoUymfAcix99aB7K3Rb89D970BVJ4b4rloxJUZBhiHWE30EthygnFwaeRUaSJ2wxderMomF9WQfT0p9AWyiJWYHC/bITwTlz/MiKyrjK5zQ0xeaJ6NFlJjBVsbszgj2dUVR5rXmaA5PB/HIXGsucMB6BQNlELtDL3RZ4rEbYcsqoc31Jc5kOrShjKb99bW8PSp2mgtncIecboXy1LZTE4d4ERFnGHAxf+bDhYP8Q4dLhujJnBRw42BNDtdc2LSudxtpNOpy3dVqU1D53S0FrrMEYx1CuPnh8il66PHSsTrMAk0BK07VxhpNZPLutA0ur3FhQ4RpyHU/UZc2yDC5Q+7ffbw2hPZTKEwNcWeudsA2+8UID3ZOEcDKLzz28EW8d6MPKGg8uXVQGlmVw5arqqR4ahTKtYRgGN51RhzKXGV/7+1Z85N638MA1y0YtXeNYBj+8dJ7+/+1tYdT4rEO8PymU4wmTwME+yjVs5LkJXdQIHIuxrgkdZgENAQeqfZPnGmAx8MA4XPdyl6QBh2lCFKiBic3odkXSMPIcyt1H5lU6Ho7m9WtlkMMJf40HkzBU/XqqGIvtjvZ2jxQjasHOWBjJYmZHWxjFDtOImx4t/QkIHIManxVNfQPKz4UUpgFSxjtSKe9UodkEHi2KAhzqjeNQb3xMG1m5Gz2jfZK1qpaRhilwLM6bm680b+RZVHosMKmbOVp1yWQWb1Z5rUN0CPwOEwobq43MRFQO0dLlk4DmvgQ+ct9bePdwP/7vQ41oCSaxbl/vVA+LQjmuuHRRGf583Qr0xNK49J43sbGpf8yPjadFXP3AO/jWP7ZN4ggplMnnvLmBUauAtEBmKjphnGYBM4qs4IdbbU8BufOwotaLRZXuCTnvRGbFTptZhPMbA8NaN00nLllYNiH91VPBWPzZh0Pv0R3hg7WwwoVERsLeruio5xvpPLVFNiTS4oil7KKswGzgYDXy+aXLw4RtuzsjurXUdORov69MAoclVW6smjE2gbvxbLIsq/GAYXL6cMc4VpPAobHMCYdJwK6OiG5Fpb1HE1mnsLUlhPZQEk6zgOIJEtwb6CQ+8pHS1MIJzruH+/HZP2+EKMn483UrsLLWiw8uKJ0wM2cK5WRiZa0X//j8Glz30Lv4xO834KeXzR/Tzq3VyOOXH180qVkmCmW6cCQlqRPJ+oN9SGdlnD3nSHIIE0/uwr8znIJ5nKqhw553+lV/HreUuy1wTcB7MhJHW64+lowuAMTS4rhE0gqFEL2xNHpiaby5vxenzyou+PganxUmgUU0lc3r9x3uudtDSURTIpaOPrTjlrH25wKAaRzfk4z6R/cqHue4AKAvloEkKyjP2WebyIr83lgaViOHSCoLRcaEfMdNBNNny5My4Ty5qRWf+v0G2IwcspKCLS0hAKBBLoVyFNT4rHjy86uxpNKNW/66Bb94ce+Yyp7W1vtQ7rZAURR856ntQzwOKZR7770XNTU1MJlMWLJkCdatWzfssddcc41u9ZH7Z+7cufoxDz30UMFjUqnUpL4OLaM7VW2NdpOAEtfEZBQmgtyAdMOhPry6t3tCzjuRwkwnO0uq3MfMBqsQWnZ+pCz9gOry8MdoPeBjqRrQzlfoc7q40g2BY0esjFAUYkPUEU7lXePDXZcz/XYU26fP53Iwx/rTxKviVWOhsNXQ6ERTWTy1pQ1toSTW1vv0SojJ+Oo4a7YfdcV27O6IYnNLcELOORHjpBndExBZVvDzF/fi16/sx9o6H379yUX423utuGThsbMPoFBOZFwWA/547XL8zz+345f/3YdDvXH85LL5YypFSosy9nXF4LaMo8mPcsLz2GOP4Utf+hLuvfderFmzBr/97W9xwQUXYOfOnaisrBxy/C9/+Uv8+Mc/1v8viiIWLFiAj370o3nHORwO7NmzJ+9nJtPkLjY1T1dxjAJSE81kiykdDZUeC4z8xPSFTrTqMmUoa+t8eGN/76SLJ9UX26EoQNUIgc9YhlBkN4AbY9m+3qNbIKdr4FlcqIoLDUdbKAkjz6HCbdFLYsk4Cw+03D12ReJjCQOS1Z4K15GAw4SW/sSoAR3LAJkjUEQ3qr7JdhMJ93Q/ZPX3kyGy1lBihzxF3/2FoIHuCUY4mcVXHt+Kl3Z1ocJjxg8umQuXxYDPnFo71UOjUE4oDDyLH39kHmqLrPjx87vRGkzgd1ctHbXHzSRw+NN1y/VgYG9XFH67adqU+VCmhp///Oe47rrrcP311wMA7rrrLvznP//BfffdhzvuuGPI8U6nE07ngHXEP//5TwSDQXz605/OO45hGAQCgcEPn1R41XtTlKbPYme6MFH9ucDU+1OeDGjXMj/Jc82xzKh9x1ogNlK/Yl2xHVtaQtjfHUNd8cgZ6tFtijIw8hzMhuE3ZhwmHkaezbsWh1MD390ZQV8sM22thabzp4kBg3RWzvv/WDDwLGYF7NjUHISJ5zCn1KGdAMDE9uhubg7CYzUMq1x+JIz1dY4ELV0+gdjRHsYHf/UGXtvbjS+fU4+sqOBAT3yqh0WhnLAwDIPPnjYDv7liCXZ1RHHpPW+OSQRE4FgwDANJVnDjnzfi849sPAajpUxXMpkMNm7ciHPPPTfv5+eeey7eeuutMZ3j/vvvx9lnn42qqqq8n8diMVRVVaG8vBwf+MAHsHnz5hHPk06nEYlE8v6Ml4GM7uR7sh4P5AYUbaHkmDxOKdMDLQM2ncrERxtLVpLH9NljRol2Xtvbg5dG8KN2Wwwod1sgygqEnCzycONrp9f+EcMwgHwE2VdFUZCVZLAMU7AqYSITuomMhGAii1f3dE+r95kGuicIj7/bgg/d8yaiqSweu2ElbjlrJl792uk4Z5qIcVAoJzLnzQ3gbzeuQlaS8ZF738Jre3vG9DiOZXDXxxfi9gtmAyBtB9PBr5FybOnt7YUkSfD787+v/X4/Ojs7R318R0cHnnvuOT0brNHQ0ICHHnoITz/9NB599FGYTCasWbMG+/btG/Zcd9xxh54tdjqdqKioGPfrEbSM7jQqX5suvHe4H2/un1jXg+lo2XKiwXNTH+imshIAjJhhfb81hEgyq3upjgQ7SlbPyLMocQ7f5tAfz2BzSxBZSYbAjy5GVV9sR+UYe1Kngqndyxj5yUmgm///sZAWZTy7rQMeiyHPW3wiMqWDWVPnQ32xDWaBm7C2CtqjS0E0lcUP/rUTf9vYipl+G/Z2xaBVi00XfzgK5WSgscyJp25ai+v++C6ufehdfO+Dc8bkUz2/3KX/++cv7kVzfwK/uHzhpPeEUaYfg3vEFEUZU9/YQw89BJfLhUsvvTTv5ytXrsTKlSv1/69ZswaLFy/Gr371K9x9990Fz3X77bfj1ltv1f8fiUTGHexq1+5I1iQnE7mLyrpi24Temz8wv3RMvZuUI8NqIN7CdUVH79t7tCQyJNC1jBDoFtmNMI/ZR3d4MSoAOL9x5B7dMpcZPpsRJoHVxwYMn9Gt8FjGLL50LDELHOKZifP9Hg9W1R/XZxtZs4PRO4m1/48NnmXQWOaEy1q4NepobHsGI8kKOJbB8hrPhPc7H83+Pw10j2Pe2NeLr/99KzrCKdxyVj1uOqMOGw71YVm1Z6qHRqGclAScJjz+2VX40mNb8D9P7cCBnji+fdFsvc9rNBxmHnYTT4PckwyfzweO44Zkb7u7u4dkeQejKAoeeOABXHnllTAYRl4ssSyLZcuWjZjRNRqNMBqPzktVULNfEs3oAsjPSswtdQ5/4BFAvysmF4ZhsKRqeqypZvptiGfEEXUgSpxmvNXbC55jUeMbuVfyaD1KWZbRs8uGMd7jpiNr6nzojaWnRIzKaRZw3tzAqJtfgzO6Y4XnWMwosuH1vT0odZlQV0w2bFwWAUaexSz/xG3g/Pv9dgDA2bP9egA/HTh+r8yTmFhaxLf+sQ1X3L8BsYwIj82AG06thYFncUp90VQPj0I5qbEaefzmiiW44dRaPPTWYVzz4Lvoj2fG9NgbTp2BH17aCAA42BPDHc/u0svVKCcuBoMBS5YswYsvvpj38xdffBGrV68e8bGvvfYa9u/fj+uuu27U51EUBVu2bEFJyciZmqNFW7RRKzsKZeJwWQw4Y1ax3howLMrYMn4TGdfllnZPp37msWA2cFOaaR5LhQfLMHk9umMNyhVFQTIjwWLg8tTeBY7F+Y0l8I4innkkrNvXi3AiOyHnoqXLJxmKouCpLe2449ld6I6mceNpM3BWQzEO9cZHLGWhUCjHFo5l8M0LZ2Om345v/WMbPvirN3DfFYvzypSHQ7uBrdvXi79vbMV1p9TQNoSTgFtvvRVXXnklli5dilWrVuF3v/sdmpubceONNwIgJcVtbW3405/+lPe4+++/HytWrEBjY+OQc37/+9/HypUrUV9fj0gkgrvvvhtbtmzBPffcM6mvxSRwOH1WMezTaFd/Kjm+lv2U45mW/gR6YmksGIPFllZSPxGyELnBNy0ymHgYHNn7lJUUvLCzE/PKnJMezJ83N4CeaBrd0fSE9bRPRJad3oWOE7a0hPC//96JjU1BGHkWH15chtsuaAAALKuZHmU1FAoln8uWlKMhYMeND2/EZb9Zj29fNBtXrqwa05f31aurccnCUrgsBiiKgofeOowPLy6H00yzZCcil19+Ofr6+vCDH/wAHR0daGxsxLPPPqurKHd0dKC5uTnvMeFwGE888QR++ctfFjxnKBTCDTfcgM7OTjidTixatAivv/46li9fPumvh16nA0xFSSTl5MRlETC31Dm2QGMCLWaE4ySj63dMrof4ZDFYdXk8PbqLKtzD9uhOJALHwmURUOoyT6uWChroTnO2t4Xxixf34r+7u1FkN+JnH12A1mBi2vSMUCiUkWksc+LfX1iLrzy+Fd95agde3t2Nn1w2H8X20W+4LgvpudzRHsEPn9kFi4HD5csqJ3vIlCni85//PD7/+c8X/N1DDz005GdOpxOJRGLY8/3iF7/AL37xi4kaHuUImT5LPsqJjsXAo6WfJETGmsGbCKX/3M2c6ezvvLLWO9VDOCIGb5aN1WqIZRmUuEx4eXc3ZgccqPROXlZX69E9pb4IHuvIehFjZSKuJBroTlO2tIRw7yv78cLOLlgMHFgG+NO1y0c1FKdQKNMPl8WAP1y9FI+804z//fdOnH/XOnzv4rn44PySMWV7GsuceP6WUzCjyAYAeGVPN6wGHstpNQeFMm1hGIbahVGOKYqiwG7iYeBHl+CZxolXyiiMR5gqkZbgMguwGCe3BarIZkRPLI039vfinNn+EW2wjiU00J1GpEUJz2/vxANvHMLW1jBsRh5fO28WLppfgmfe75iWsuwUCmVsMAyDT62owspaL77y+FZ88dHN+Nt7LfjhpY2o8o6sjgkA9TnqiPe8vB+irOAfn19NyyIplGmKZghCP6KUYwXPsVg6RueNAdVlyvHGeDbQ3j7Uh4DDNKJa90Swus6HYDyDlmBiwkqXqRjVCYCiKNjYFMSTm9vw763tiKRE1PossBo5nDGrCDedUQcA+t8UCuX4ZkaRDU98bjUeeacZP3l+N879xeu4+Yw6XH9K7Zh3QB++foVuhxBJZfE//9yOL5xZj7pi2ySPnkKhjJU1dT60BhN0M4oyvaGR7nHHeDK6CytcMPGTn13V7OQaAo4xVRQcK2igOwVkRBnvHOrHy7u78eKuTrT0JyFwDBwmAQ9ftxxr6nzY0R6hi1YK5QSFYxlcubIK583143//vQs/e3Ev/vR2E246fQY+saIyzwagECaBQ7mbVHjs7Yzi9b09uOHUWgBAPC3CLHDTuk+KQjkZ8FgNE9arRqFMNHQDZvqzuNKN9lByyM/H2qMLACaewxv7e7Gs2o3iSRTjimdEvL6vB8uqPSh1mSfknJoy+NEInNFA9xggSjJ2dkTwzqF+bDjUj7f29yKekcCzDFbXefGVc2YhLUpYf6APi6vcYBgGjWUTaypPoVCmH8V2E371iUW4ZnUVfvbCXnzvXzvx29cP4qpV1bh8WcWYFslLqz14+5tn6cHxnc/vxtsH+/DcLadOK+VDCoVCoUwfTGrWrbZo9NYZytRQ4bEMaVt0WQwoso+9DDktSnBbBVgn2e7NInAoshvx7uF+fGB+6YSuP45m454GuhOMoijojKSwqyOCba0RvNfUj01NQcQzEgCg3G3GhxeXo8prwQ+f2YWrVlbj7Dl+AKBqqhTKScqSKg8e+cxKvHWgF/e+cgB3Pr8bv3hpLz4wvwQfWlSGVbVe8NzwpUC5GeC1dT5UuC36TebO53djSaVb/56hUCgUCoXnWFyysGzCznfazCLE0uKEnY9SmNNmFo3r+MN9CWREedIDXZ5jMctvh8tsmDAvZS2Ry9GM7rEnlZXQHkriUG8ch3rjONgbx8GeGHZ3RhFKZAGQRv8anxUfXVqBeWVOfOOJ9/HBBaX4xvkNkGUFF80vQYlzYtL7FArl+Gf1DB9Wz/Bhf3cMD7/dhCc2tuLJTW3wWA04b64fp80sxqoZ3hE9Ss+dG9D/HU+LeH57J2xGHmfP8SMryXj47SZc0FiCgPP49BOkUCgUyvTDZTHolnjTjfPmBvQe0pONWQH7MVF/l2UFkqKgxmedsLJ47SxHEzjTQHcQaVFCdySN7mgKXZE0uiIpdEfJ3z3q312RNMLJbN7jvFZSSrCg3Ilz5gQwu8SBr/1tK2p8Vnzv4rkAgFKXGY1lxB6IZRka5FIolILUFdvwvYvn4vYLG7Buby+e2daBf2/twKPvtIBlgPnlLiyqdGFemRPzypyoLbIVLBOyGnm8/JXTIKo3+K0tIXz/XztR5bUg4DShqS+OF3d24cOLy2kvIYVCoVBOSEzC9LC6mQpG2hifSLKyjPUH+tBY5tStECcKWro8RmJpEZ3hFDrDKXSEk+iKpNARTul/d4ZT6ItnhjzOwLEodhhRbDei3G3B6hk+FNmN6Agn0RFO4ecfXQinRcAXH92MjU1B/PHaKgDALz++CH7HQB39qhnHp1E1hUKZGow8h7Pn+PVs7NaWENbt68X6g314/N0WPPjmYfU4FjU+K2p8VlSrf1e4LSh3mxFwmiCoZc9Lqz1487Yz4VWD2g0H+/HDZ3bhovklAIB/bW3H4++14HdXLoXZwGF3ZwRdkTROrfeBYRiIkgyOZaiICYVCoVAoFB0Dx8JjNWB7W3jCAl0tCX80/b4nRKArywqCiQy6Iml0Rkjw2RVWg9dISg9uowV6B3w2AwJOE0qcJjSWOWDkOcwK2FHpsSAYz+L1fd34nw/MgdNswG9fO4A7ntuNnT84DxYDj9+/fhBbW8K6CfPtFzbAYhiY0nnlVFCKQqFMDILqj7i02oMvg3zvHeyNY3tbGLs6IjjUG8f+7hj+u6sbGUnWH8cyQMBhQpnbjHK3BWUus/pvMxZXufHWbWcgoCoxirKMVFaCSSCB8V/facE/Nrdh63fPBQDc/uQ2vH2oD+u+fiYA4JXd3TijofjYTgSFQqFQKCcZp88sRiSVHf3AKYJhGDQEHBM6RkktuT7uS5cTGRGprIysJCMjkr+zkoK0KOE/OzrBswxKXWZEkiLeOtALjmXAMgy6o2kc7IkhnhYhDSo/51gGRTYDZIX4Vp5SXwSbkcNre3vwkSXlOGNWMXpiKXz2z5vwrQvnYNUML17b24OrH3gH//j8aiyqdOM/Ozrx6p4efP70DJxmA9bW+/ADw1xope6fObUWn1EtPQDQUmQKhXLMYFkGdcU21BXbcOmiAUERSVbQHkqiJZhAWzCJ1mASbaEk2oJJbGwK4l9b2/VSZg2nWUCJuuFX77fjnlf2o8RpxsoaD9bUedXgl8N5cwN5ivCTbUBPoVAoFAoFcFoEOC3Hpgz5SMlK8rgUoUdDlrVA9zjP6N762FY8v6NzzMdrZXp+hwmxtIhFFW5cuqgUbosBNz+6GTedMQO3njML0VQWp9z5Ci5dVIrLl1WiI5zECzu7UOEmct08x+DcOX64reTCaSx14PdXLUWNj0itnzc3gPNyhF3mljoxt5RmaSkUyvSFY5mClgQakqygO5pCWzCJ9nAKHSFSBaO1Ymxri6A3lh7yOLdFQInTjFKXCbs7o3CaBbgsAra3h+EyC3CaBdhMPIw8BwPPwsiz+t88y4JhiIIiA0b9m+wAk7+ppyOFQqFQKMcz7x7uR12xbcJiJc0v+GhKlxnlCKW4IpEInE4nwuEwHA7HEQ8AAF7Z043WYBIGjoHAsfofI8+CYRS4LQYEnGbYTTxESYaB5/TG8lSW+NHyHAtFUaAodNFEoVAoR0NGlNEVSaFdD4JJINweIn/3xoggXyorj36yMfLmbWeibAJM5ify3kSh80mhUCiUsbG9LYyA0zRh1V4He2LYpvb85laTAWO/N02LjO4Zs468xytXSY1hGND4lkKhUI4OA8+OmBXWSGUlRJJZhJJZhJNZxFIi0qKMjCQjnZXIv9V2FAWAogAKFL39Q9ucVADYTdPidkShUCgUCuUIGByMHi1aJva4L12mUCgUyvGHSSDVNcUO6slLoVAoFApl4qjyWBBNiaj3H7mKMw10KRQKhUKhUCgUCoUybeA5FgsrXEd1DnZihkKhUCgUCoVCoVAoFMr0gAa6FAqFQqFQKBQKhUI5oaCBLoVCoVAoFAqFQqFQTiiOuEdXcyWKRCITNhgKhUKhUI4G7Z50hM55lEHQez2FQqFQphtjvdcfcaAbjUYBABUVFUd6CgqFQqFQJoVoNAqnc2KtDk5G+vr6ANB7PYVCoVCmH6Pd6xnlCLe9ZVlGe3s77HY7mHH6G0UiEVRUVKClpYUa0E8ydK6PDXSejw10no8dx+tcK4qCaDSK0tJSsCztzjlaQqEQ3G43mpub6cbBBHG8framK3Q+Jx46pxMPndOJZaz3+iPO6LIsi/Ly8iN9OADA4XDQN/sYQef62EDn+dhA5/nYcTzONQ3IJg5tAeF0Oo+762C6czx+tqYzdD4nHjqnEw+d04ljLPd6ut1NoVAoFAqFQqFQKJQTChroUigUCoVCoVAoFArlhGJKAl2j0Yjvfve7MBqNU/H0JxV0ro8NdJ6PDXSejx10rikAvQ4mAzqnEwudz4mHzunEQ+d0ajhiMSoKhUKhUCgUCoVCoVCmI7R0mUKZAL73ve+NW318OP75z3/irrvumpBzUSgUCoVCmRjovZ5COb6ggS6FMs2gNz8KhUKhUE5s6L2eQpl8aKBLoVAoFAqFQqFQKJQTChroUigTyPbt23HKKafAbDajsrISP//5z/N+f+jQIXzyk59EUVERTCYTFi9ejKefflr//TXXXIM//vGPaGpqAsMwYBgGp59+OgCgp6cHN9xwA+rq6mA2m1FdXY3PfOYz6O/vP5YvkUKhUCiUkxp6r6dQjg8mLdC99957UVNTA5PJhCVLlmDdunUjHp9Op/Gtb30LVVVVKAtg5QABAABJREFUMBqNmDFjBh544IHJGt4Jw3jn+S9/+QsWLFgAi8WCkpISfPrTn0ZfX98xGu3xy+uvv44PfvCDKC0tBcMw+Oc//1nwuEsvvRQXX3wx/vnPf2LBggX4yle+AkEQUFtbix/96EdYsWIFdu7ciV/+8pd46qmnMG/ePFx66aV45plnAAD/8z//gwsvvBCBQADr16/H+vXrce+99wIA+vv7YTabceedd+I///kPfvzjH2PLli04//zzj9U0TDpjnWeNJ598Eueccw6KiorgcDiwatUq/Oc//zk2gz2OGe885/Lmm2+C53ksXLhw0sZHmT6M9x5zMnLHHXdg2bJlsNvtKC4uxqWXXoo9e/bkHaMoCr73ve+htLQUZrMZp59+Onbs2JF3TDqdxhe+8AX4fD5YrVZcfPHFaG1tPZYvZdpyxx13gGEYfOlLX9J/NpVzmnuvP//88/GVr3wF999/PwCgpaVl2t7r29racMUVV8Dr9cJisWDhwoXYuHGj/nt6nY4dURTx7W9/GzU1NTCbzaitrcUPfvADyLKsH0PncxqgTAJ//etfFUEQlN///vfKzp07lVtuuUWxWq1KU1PTsI+5+OKLlRUrVigvvviicujQIWXDhg3Km2++ORnDO2EY7zyvW7dOYVlW+eUvf6kcPHhQWbdunTJ37lzl0ksvPcYjP/549tlnlW9961vKE088oQBQ/vGPf+T9/rvf/a4CQPn5z3+uKIqiHDx4ULFYLEp1dbUSCASU3/72twrDMIrL5VKCwWDeY88880xl8eLF+v+vvvpqpaqqatQxiaKoNDc3KwCUjRs3Hu1LnBaMNs+DueWWW5Q777xTeeedd5S9e/cqt99+uyIIgrJp06ZjM+DjlPHOs0YoFFJqa2uVc889V1mwYMGkjpEy9RzJvfxk5LzzzlMefPBBZfv27cqWLVuUiy66SKmsrFRisZh+zI9//GPFbrcrTzzxhLJt2zbl8ssvV0pKSpRIJKIfc+ONNyplZWXKiy++qGzatEk544wzlAULFiiiKE7Fy5o2vPPOO0p1dbUyf/585ZZbbtF/PhVzOvher3HRRRcpFRUViiRJyrXXXqv4/f5pd6/v7+9XqqqqlGuuuUbZsGGDcujQIeWll15S9u/frx9Dr9Ox88Mf/lDxer3Kv//9b+XQoUPK3/72N8Vmsyl33XWXfgydz6lnUgLd5cuXKzfeeGPezxoaGpTbbrut4PHPPfec4nQ6lb6+vskYzgnLeOf5pz/9qVJbW5v3s7vvvlspLy+ftDGeiIwU6DY3NyuKoihf//rXlYaGBuWPf/yj/nOLxaIUFRUp2Ww2789Pf/pThWEYJRqNKooy/M1PlmXlV7/6lTJv3jzFarUqAPQ/jz766GS/7GPOeAKwXObMmaN8//vfn/gBnaCMZ54vv/xy5dvf/rby3e9+lwa6JwHjvcdQCN3d3QoA5bXXXlMUhXx3BwIB5cc//rF+TCqVUpxOp/Kb3/xGURSyiSQIgvLXv/5VP6atrU1hWVZ5/vnnj+0LmEZEo1Glvr5eefHFF5XTTjtND3Snak4H3+s1cu/1paWlyrXXXjvt7vXf+MY3lLVr1w77e3qdjo+LLrpIufbaa/N+9uEPf1i54oorFEWh8zldmPDS5Uwmg40bN+Lcc8/N+/m5556Lt956q+Bjnn76aSxduhQ/+clPUFZWhpkzZ+KrX/0qksnkRA/vhOFI5nn16tVobW3Fs88+C0VR0NXVhb///e+46KKLjsWQTwqKi4sBAOvXr8e5554Lv98PAGhvb0c6nUZPTw8EQcj787WvfQ2Koozaf3P33XfjC1/4As455xw8+eSTeOedd/D2228DAFKp1OS+sOMEWZYRjUbh8XimeignHA8++CAOHDiA7373u1M9FMox4EjuMRRCOBwGAP176NChQ+js7MybS6PRiNNOO02fy40bNyKbzeYdU1paisbGxpN6vm+66SZcdNFFOPvss/N+PtVzqt3rNXLv9d3d3XjggQem3b1eW2t/9KMfRXFxMRYtWoTf//73+u+nek6PN9auXYv//ve/2Lt3LwBg69ateOONN3DhhRcCoPM5XeAn+oS9vb2QJEn/0Gv4/X50dnYWfMzBgwfxxhtvwGQy4R//+Ad6e3vx+c9/Hv39/bRPdxiOZJ5Xr16Nv/zlL7j88suRSqUgiiIuvvhi/OpXvzoWQz4p6O7uRkVFBTo7O+H3+9HV1QWAfHE5nU709/fjueeeg8/nG/LYQCAw4rkff/xxnHXWWfjZz36m/+zQoUMT+wKOc372s58hHo/jYx/72FQP5YRi3759uO2227Bu3Trw/ITfNijTkCO5x1BIT96tt96KtWvXorGxEQD0+So0l01NTfoxBoMBbrd7yDEn63z/9a9/xcaNG/Hee+8N+d1Uz6l2r9fIvdd7vV6cfvrp+OpXv1rwsVN1rz948CDuu+8+3HrrrfjmN7+Jd955B1/84hdhNBpx1VVXTfmcHm984xvfQDgcRkNDAziOgyRJ+L//+z984hOfADD11yiFMGkrlsGG2oqiDGuyLcsyGIbBX/7yFzidTgDAz3/+c1x22WW45557YDabJ2uYxz3jmeedO3fii1/8Ir7zne/gvPPOQ0dHB772ta/hxhtv1EUUKEfH3//+d3z5y18GQN6bxx9/HBUVFSgrK8OKFSvw3HPPoaGhAdXV1cOew2g0Fty1TSQScDgceT/705/+NKHjP5559NFH8b3vfQ9PPfXUkN12ypEjSRI++clP4vvf/z5mzpw51cOhHGPGc4+hADfffDPef/99vPHGG0N+dyRzebLOd0tLC2655Ra88MILMJlMwx43VXOae68HkHevP//887FhwwY0NjaOOPZjfa+XZRlLly7Fj370IwDAokWLsGPHDtx333246qqr9OPodTo2HnvsMTz88MN45JFHMHfuXGzZsgVf+tKXUFpaiquvvlo/js7n1DLhga7P5wPHcUN2Irq7u4fsamiUlJSgrKxMD3IBYPbs2VAUBa2traivr5/oYR73HMk833HHHVizZg2+9rWvAQDmz58Pq9WKU045BT/84Q9RUlIy6eM+0bn33nshiiKMRiMeeeQRbN++HX/4wx/AsiwuvfRSPPfcc/jYxz6Gm2++GVVVVQgGg9i2bRuam5v1EqLZs2fjd7/7He6//37Mnz8fDocDs2bNwvnnn48777wTP/rRj7B8+XK88sor+Pvf/z7Fr3h68Nhjj+G6667D3/72tyElbpSjIxqN4r333sPmzZtx8803AyALJkVRwPM8XnjhBZx55plTPErKRHMk95iTnS984Qt4+umn8frrr6O8vFz/uZbB6+zszLvP5s5lIBBAJpNBMBjMy+50d3dj9erVx+gVTB82btyI7u5uLFmyRP+ZJEl4/fXX8etf/1pXtZ6qOdXu9QsWLMATTzyBZ555Rr/X/+AHP8Dy5ctx2mmn4aabbpo29/qSkhLMmTMn72ezZ8/GE088AYBep+Pla1/7Gm677TZ8/OMfBwDMmzcPTU1NuOOOO3D11VfT+ZwmTHiPrsFgwJIlS/Diiy/m/fzFF18c9k1bs2YN2tvbEYvF9J/t3bsXLMvm3SwoAxzJPCcSCbBs/lvOcRwAsntEOXr++c9/4umnn8bu3buxe/du/OxnP8N1110HANi8eTMWLVqE+fPn4/bbb8c555yDz33uc1i3bh3OOOMM/RzXXXcdLrvsMtx6661Yvnw5PvvZzwIAvvOd7+Czn/0sfvGLX+BDH/oQtm7diueff35KXud04tFHH8U111yDRx55hPabTwIOhwPbtm3Dli1b9D833ngjZs2ahS1btmDFihVTPUTKJHAk95iTFUVRcPPNN+PJJ5/Eyy+/jJqamrzf19TUIBAI5M1lJpPBa6+9ps/lkiVLIAhC3jEdHR3Yvn37STnfZ5111pDvnaVLl+JTn/oUtmzZgtra2imdU+1ef8kll+CZZ57Ju9dXVlbivffew7x586bVvX7NmjVDbK/27t2LqqoqAPQ6HS/Drak1eyE6n9OEyVC40iwJ7r//fmXnzp3Kl770JcVqtSqHDx9WFEVRbrvtNuXKK6/Uj49Go0p5ebly2WWXKTt27FBee+01pb6+Xrn++usnY3gnDOOd5wcffFDheV659957lQMHDihvvPGGsnTpUmX58uVT9RKOG6LRqLJ582Zl8+bNurXA5s2bdZuNwXOt2Qt9+ctfVnbu3Kncf//9iiAIyt///vepegnHBeOd50ceeUTheV655557lI6ODv1PKBSaqpdwXDDeeR4MVV0+ORjtHkMhfO5zn1OcTqfy6quv5n0PJRIJ/Zgf//jHitPpVJ588kll27Ztyic+8YmCNiPl5eXKSy+9pGzatEk588wzqc1IDrmqy4pC53S8vPPOOwrP88r//d//Kfv27VP+8pe/KBaLRXn44Yf1Y+icjp2rr75aKSsr0+2FnnzyScXn8ylf//rX9WPofE49kxLoKoqi3HPPPUpVVZViMBiUxYsX6zL7ikIujtNOOy3v+F27dilnn322YjablfLycuXWW2/Nu0lQCjPeeb777ruVOXPmKGazWSkpKVE+9alPKa2trcd41Mcfr7zySp7Ev/bn6quvVhSl8Fy/+uqryqJFixSDwaBUV1cr991337Ef+HHGeOf5tNNOG/F4SmGO5HrOhQa6Jw8j3WMohEKfJQDKgw8+qB8jy7Ly3e9+VwkEAorRaFROPfVUZdu2bXnnSSaTys0336x4PB7FbDYrH/jAB4bY2JzMDA506ZyOn3/9619KY2OjYjQalYaGBuV3v/td3u/pnI6dSCSi3HLLLUplZaViMpmU2tpa5Vvf+paSTqf1Y+h8Tj2MotCaVQqFQqFQKBQKhUKhnDhMeI8uhUKhUCgUCoVCoVAoUwkNdCkUCoVCoVAoFAqFckJBA10KhUKhUCgUCoVCoZxQ0ECXQqFQKBQKhUKhUCgnFPyRPlCWZbS3t8Nut4NhmIkcE4VCoVAoR4SiKIhGoygtLR3icUgZP/ReT6FQKJTpxljv9Ucc6La3t6OiouJIH06hUCgUyqTR0tKC8vLyqR7GcQ+911MoFAplujLavf6IA1273a4/gcPhONLTUCgUCoUyYUQiEVRUVOj3KMrRQe/1FAqFQplujPVef8SBrlbC5HA46M2PQqFQKNMKWmY7MdB7PYVCoVCmK6Pd62kDE4VCoVAoFAqFQqFQTihooEuhUCgUCoVCoVAolBOKIy5dplAoxwZRkhFMZBFPi4ilRaRFGQLHwCRw8DtMcJh4WqZJoVAoFAqFcoIiyQpEWYaR56Z6KMcVNNClUKYB4UQWzf0J/c/2tjA2NgfBMkB3JA1RVoZ9rMXAocJtwdJqN1bUerGy1oNiu+kYjp5CoVAoFAqFMlm8sb8XoUQGlywsm+qhHFfQQJdCOQZIsoL2UBKHeuNo7k+gJSeobelPIJIS8453mgXE0yJW1nrwkcXlyEgy/ruzC585tRYlTjNe2NmJh99uxhfPqkciLeJATwxPb23HXzY0g2GA1TO8uGxJOS5oLIFJoLt/FAqFQqFQKMcroURmqodwXEIDXQplApFkBQd6YtjWGsbuzggO9SZwqDeGlv4kMpKsH2fkGXitRhTZjfjw4nKUOk3467stuGpVNT62rBwWw9CP5u0XzNb/Xe+3YVGFGx9ZQrzDvvmPbVgrcPj86TPwyp4ePLGpFV9+bCt+/Nxu3HDqDHxyeSXMBhrwUigUCoVCoVBODmigS6EcBVlJxsamIN7c34v1B/qwoz2CZFYCAJgFDtU+KxoCDpzfGEC114oanxWVXgt8VgMuuectOMwCvnfxXADADafNGPPzljjNepALANVeC3w2I+aVuzCv3IXr19ZgS0sI97y6H//77534w7qD+OaFs/GB+SW0n5dCoVAoFAqFcsJDA10KZZxIsoL1B/rwzLZ2PL+9E8FEFjzLYEGFC59aUYl55U40ljlR47WCZQeCyt2dEfzypX34fx9dAJZl8furlsJnM0zImG44dSBI3twcxLUPvYs/XL0Mf7l+Jd473I8f/HsnvvDoZjyyoRk//eh8lLstE/K8FAqFQqFQKBTKdIQGuhTKGImlRTz+bgseeuswmvsTsBl5nDvHjwvmlWDVDC9sxpE/TsmMhE3NQRzsiWNeuRMB5+QIRnmsBpw6swizAnYAwNJqD/75+TV4/L0W/N8zu3DBL9fhh5c2UkEDCuU44o477sCTTz6J3bt3w2w2Y/Xq1bjzzjsxa9asYR/z6quv4owzzhjy8127dqGhoWEyh0uhUCiUSUCWlbwkCmVkaKBLoYxCKivhT+sP475XDyCYyGJ5jQe3XdCAMxuKRxV62tjUj60tYVy7tgaLKt1Y9/UzYeAn1766ymvFLz++CAAprf7GE+/jM6fU4uPLK7GmzoevPL4Vt/x1CzY2BfE/H5gDgaN22hTKdOe1117DTTfdhGXLlkEURXzrW9/Cueeei507d8JqtY742D179sDhcOj/LyoqmuzhUigUCmUSkBUFLGigO1ZooEuhjMB/dnTi+0/vQHs4hTMbivGls+sxv9w15sc/9m4LNjYFceWqKggcO+lB7mDaQ0m8faAPp80swuwSByo8Fjx6w0r87IU9uPfVA9jTGcV9VyyBxzoxJdQUCmVyeP755/P+/+CDD6K4uBgbN27EqaeeOuJji4uL4XK5JnF0FAqFQjkWSIpyUgVve7uiMPEcKr1H1nJ3Ms0VhTJmQokMvvXP7Xjm/Q7MLXXg7k8swtJqz5ge2xNNIyPJKHOZ8b2L50KSlSnLmlZ5rXj5q6frmedwIgunRcDXz29AQ4kDX//7Vlz2m7fw5+tWoMxlnpIxUiiU8RMOhwEAHs/o30uLFi1CKpXCnDlz8O1vf7tgObNGOp1GOp3W/x+JRI5+sBQKhUKZEBRlqkdwbNnVQe5BRxro0ppFCmUQ6/b14Ly7XscLOzpx2wUNeOqmNWMOckVJxuW/XY+vPr4VAGAx8LCbhMkc7qhoQe7O9gjW/uRlPL+9EwBw8YJS/OX6FeiNpnHZfW9hf3dsKodJoVDGiKIouPXWW7F27Vo0NjYOe1xJSQl+97vf4YknnsCTTz6JWbNm4ayzzsLrr78+7GPuuOMOOJ1O/U9FRcVkvAQKhUKhHAHyEUa6sjx1EXJTXxwp1ZHkWMMoypHNWCQSgdPpRDgczuv9oVCOVyRZwf97YQ/ue/UAZvnt+MXlCzGndPzX9voDfSiyG1BXbJ+EUR45iYyIHz6zC18+eyaK7Eb957s7I7jq/neQlWT8+boVaCxzTuEoKZSj42S4N91000145pln8MYbb6C8vHz0B+TwwQ9+EAzD4Omnny74+0IZ3YqKihN6PikUCmW689SWNgDAWbP9o4qf5tITTeOtA72oL7Yf0Zr2aMmIMp7b3gGHScAZDcXjfrz2ugcLqI71Xk8zuhQKgHAyi+v++C7ue/UArlxZhaduXjPmLwRJVvDDf+/E395rAQCsmuGddkEuQLLLP/rQPBTZjZBlBdvbSOljQ8CBv9+4GjYTjyvv34A9ndEpHimFQhmOL3zhC3j66afxyiuvjDvIBYCVK1di3759w/7eaDTC4XDk/aFQKMcHWUk+ppm7Tc1BtIeSAICNTUH0xtKjPIJypLAMEaAab0Y3LZJMqts6tdWF2jiONTTQpZz0dIZTuOy+t/Dm/l78+MPz8L+XNo6qppyLoijY0xXF/p7jp/T3gTcP4dJ73sT+bhLUVnoteOT6lTAJHD71hw04eBy9FgrlZEBRFNx888148skn8fLLL6OmpuaIzrN582aUlJRM8OgoFMp04D87OvGv99uREeVJfy5ZVtDSn8D2tjBESUZrMIE39/dO+vOerGiBrjLOt7bcbcElC8tQ4jw2OizBeAY90YEND3XYU9ZbTMWoKCc1TX1xXHH/BoTiWfz5uhVYWesd82Nb+hNwmAQ4LQLuv3rZMVdUPho+vrwSdhOPGUU2/WcVHgv+cv0KfOy3b+NTf9iAxz+7ChWeI2v+p1AoE8tNN92ERx55BE899RTsdjs6O0mvvdPphNlMFjC333472tra8Kc//QkAcNddd6G6uhpz585FJpPBww8/jCeeeAJPPPHElL0OCoUyeVR7rTjQE4OCYxNVzArYUWQzYgrbP8dMWpTAMsxxa6moWedKRxAxSrICWTk2wqiv7+sBMFBqrA33SK6RiahOOD7fbQplAtjTGcVlv1mPRFrCozesHFeQm8pK+Nhv1+Nb/9wGAMdVkAsANiOPy5dVgmEYtPQndCGq2iIb/nL9CqSyEj75h7fRHUlN8UgpFAoA3HfffQiHwzj99NNRUlKi/3nsscf0Yzo6OtDc3Kz/P5PJ4Ktf/Srmz5+PU045BW+88QaeeeYZfPjDH56Kl0ChTFtagwn0nQBlt41lzv/P3n+GSXae16Ho2nlXjl2dw0xPT07ADCIBkWDOIJUs0ZJsHUu2rkWalqyra/o8snwdRFuyzpUly5IsS+KxZCpZOgJFgQQIImdgcuycuyvn2rXzd398e++u6q6e6QnAAGCt5yEx3V1h1071ve9a71p49PggJH7nqrSbBcsy2N8XRiIo3bRB0tuJb19M47tXMnd6M24aLjN6o/v6/EoZ3zy/htfni2/BVm2gqVu4vFbFZ48NbJmnBXBTzZebKeo3o8vodvE9ialMDT/6+69C4ln8yT++v43Z3AlkgcMvf+YQ9ve982ZxbwSEEPzMn5wCyzD4xhffB4ZhsK8vhP/5f9yHH/39V/GTX3sDf/FPHkDgBowPuuiii9uPnfhGfu1rX2v7+Rd/8Rfxi7/4i2/RFm0PQgiurNcwmvB37x1dvCtwarEEYKvhzbsNDc2EyLNvC3NHCMFr80X0R+Q2g8t3MrS3QdJ9O/HCdA79ERl7UiEwTqVbU00kgzvf35ppIyTz2JUMvFWbCQDI1zVMZ2voj8iIBUTv926BezPkrNVldLvo4sYxl6vjC7//GkSOxZ//4wd2XORaNsF//NZVPDOZBQB8/HAfxt7iG8dbDYZh8Ks/eBT/5UeOezdRADgyFMF/+/t342q6hp/9+mmY1rvry6GLLrp4a2BYNlYd85ntUFIMTGdrOL9SeZu2qosuugCAp65k8PiF9dvKTqcrKpaLypbfa6aNTFXFXL5xWwqStxLFhn6nN+GmUGzouLRGc2TdFdr5lfINvcY9Y3F8cH8vBqJv7Yxu1C8g6hfx/HQOz0/lvN+7PdqbCfnpFrpddHGDWK808ff/x2sAgK//9H03FEBtWDZemsm/5fKPtxuHBiLY7RT7z0xmvZmI79vbg69+/gienczhlx67eFM3qS666OK9hctrVby5UETpGgvHmmoAAGShu8To4t2NYkP3EgruNFTDwmS6ds3v4oP9YYRkHvxtZHRfmy/g9FJpy+95lsGhgQjuHom942d0X5jOXf9B73CwLWTEjUIzrbc8x7bSNDCRomtJRTdvy2uat+HE6mqKuvieQU018JN/9Abqmon//TMPesXd9bBWbiIeECELHP7inzwAn/jWz77cCbyxUMRP/tEb+M8/dAw/eILGlvzwPcNYKTfxm9+dxp5UCP/ooZtzeu2iiy7eG3AXHg3dbJOntaKu0UXOjWQ9vtvgMg0ce/OLz3ca1spNBCQeEd+djSF5J+HFmTwIITjYHwZ7h4/12eUyMlUVvWEJUX/na2+iN4SJ3ts3UmXZBMmghJEOxpQ8x2KPU9iUlXcnY/puQkjm0dDNG7o+DcvGa3NFlBQdAYnDB/f3vmXbN5WpQeBYfOpI/21rtHTNqLroYocwLBv/9H+dxky2jt/7sRPYt8PZ2rpm4nO//RL+3TcvA8B7tsgFqLzld3/sBD5/V/uM0s99eAKfPNKHX3n8Sjc6oIsuvsfhsrSqsf04g2nRxcmdLgzeSnzz/BqeegcY21g2QVO/PUzNGwvF7j1+G+jvgPEd97q61tq/qhq3hblTDQvPTmZxdrmE9+1JdkxgsG2C56ZymMnW2ySm7zb1V6mh35AcWDftjvuYEHLdsY4bweb9SDb9d6dgWWBXMoAD/W9tJvrRoSiKDR2PX0zftte8HSZn3UK3i/c8CCH4pb+5iBem8/iPP3AUD+5J7vi5QYnHz31k7/cMk/nxw33gWAalho4LznwdwzD4tR88holUEF/8+umOszpddNHF9wZcN9drLaZvh9zs3YAbLSgsm+Bqunpb5xlfmy/gycu3Z2H56PFBfPJIN2O5FW6v5naYGOVqGl6ZLdxyIXgtz4xnrmbxxKU05nL1Hb3WSkmBZm49j7NVDZUmHUHI1zVcWa9ueUxdN1FWdGSralvx/W67/F+cyWM+39jxcXna2cebMZur482FItYrt6/Y7YQbOX8EjsWD40kcHoyAEODlt7CRFfEJCMk8WAY4t1z2fn8rp7v7VOYWZNvdQreL9zz+5yuL+LM3lvHlD014ktxroalb+IW/PIezzoX6o/eO7Fjm/F7BL/zlOfyTP37T+wIMSDz++4+fhE2Af/zHp24bg9BFF12820CXHtdavLiFHCF0wdONKaNYKSmYTNewdhtZn1zt3R+J804G41gA6beh0D21WES2pt5y0Xwtdvm+XQn0BCUE5c5jA61NFkU3cWqxhNOL5S2PS4UlPDCewO5kEC/N5DGVqW2Rkco8h+PDURwbjrYVX+90Y6pbRafGAADsTgbxsUN96A3JN/R6lk2wVNhKILTeYwkhG3m0N3H6qIaFqUwNubcwQmu11MThwQgmUiHU1I0Z3VvJdHY/861og7qFbhfvabw2V8C/++ZlfOxQL778oYkdPUc3bZxeLL1jDCjuBP71Zw7iv/3YibYsvpGEH//1C3dhMl3FL/7V+XedPKmLLrq4dezksjdbVmILhYaX0/124NRiyXPGf6dhNBHAo8cHO8pAbwat9+BbvR9XVQOPnV19V3zvnVsuv20uui6RNJ9v4KnLmVtKIHBZqVuVFl+r6O6LyHhwTxKpDsXWWrmJb55f85haV3nRqXCTBQ6pkAyeYzAQ9eGR/aktowgiz2I0EUBA4tvyTm+lsLmTuNUlDcsykAXuhkc2Lq5WcGa5tMUpu3VzSBtjvv2GzucbbeeHalh4ZjKL56dyaOrWWxqfNZmpYTpTx2jCj4cmNpSTt8bodqXLXXSxLdYrTfzs109jLBnAr//w8evefJ6ZzMK0bET8Ah7/8sP4sftH36YtfedhNBHA8eEoAOD1+aL35f7wRA++8okD+Ntza/jvz8/dwS3soosu7gR2QtZsMDoEjx4fvKFxkVvFSklB1VnIv9cxmal5/75VEk1zZq6Vd7hahxCChULjts4SX8vwxnW6Xa800dBNz2jtZsB5hW7nQvWpyxkvz7cT3EW/YW2/vYW6tq3iar1ClRXuZ3A/dyc337Ki4+xyGa/MFnB8OIqwvNUAybIJnryUxpX1atv5927tgd/qZq9Xmnjs7Oo1Hek7oeQYeV3L2M4m5Lp5tHXNxPmVMt5Y2EgGYRg6gjeeCuLwYARlRb8tBk+d8OEDvcjXNbw6V7h9L+oyurdA6XYL3S7ek9BNGz/zJ6ehGTZ+78dPXNf98/RSCT/5R2/gf59aAUC7mV1QF72/999fwddeXvB+91MP78Jnjw3gV5+YxGu384bWRRddvOPhLrau1Wk3WxbiTd2C8TYa+Xz8cB8+dqjvbXu/G1k0nlkq4bGzq7fNobaibBT0maqKb55fu+nX7glJePT4IO7dFb8t2/ZWwcvkvI2veS2G7FYW2JvBOivu7Rjdhm5ipbS9B4bL1F3renpxJo8nL6c7FsxuA4p3Cir31O1U6E5n61gsNNATklBtGriwUtmy3WVFR9Ow0NDMtuvg3SZdvl1bm3YaCTcqTd/ufGhTbGzz+07ItzDDEs/hnrE4xnuCWCg08NxUziusbzc4lsFDe5IYivnaYjhvZf/ejmPTLXS7eE/iPz85iXPLZfz6Dx/D+DXma93O290jMfz+T5zED50cfrs28V2Bvb0h/OaP3NXGbjMMg69+/xGMJfz40p+e6c6IddHF9xBcVfJOZ3SfvJzGc5NvX4alxHNva6PSuIGBOcGJ3GjcJtaU5zYKlLlcA5bjgnuj0E0bU5kaquo7nwl/K0qoa9VlmxsZzC1MC7rXjHkzQ5YAmk5BdK1r7317khjvCaIvslW67L4v5xW6LqO79XUOD0TwyP4UBmM+vDiTx1y+vqXADso8To7FcXgw0tYsuB1OuXcCtyr/Pz4cxSeP9Hfc99eCWxhvPg9bf7QJ8X6x3fl6re1v6pbXKLmWauBWMJmuwSIEHMvetubmxoxu14yqiy48PDeVw39/fg7/8MExfPQanf2/eHMZ3/drz3guwh852PueykS8XfjMsQHIAoembnlOzAGJx+/82AnUVBNf/rMz77oObhdddHFzcBex11rMbl7I+6W3p/C0bYIXpnN46vLbF/tzI/e+w4MRPHp8EINR321571YmTuBu/rvLtG1cWa/imatZXE1vdde93TAsG+eWyze1GHbPu9vpETHVIgHfjM3vciszg+5M7M18XWqm5Z1r1jU+ezIo4fBgpOM5ZtlU9r3irHm8QrfDuscncgjLAiSOw2gigI8e7ENok3xZ4jkMRn2QBa49XujGP95bjoBIVX2hbUy6gFvfboZhvGbWzWBLnNA2cnD3uFVVA3O5jQZEp+1vaCaevJTGm4tF1DUT4z1BDMZuz/1nM2aydRTqOnYlA3jfntYZ3Vswo+rO6HbRRTtyNQ3/4i/OYn9fCP/yE/uv+diHJ5L44ZPDSAQ7B6930Y5//dhF/Pgfvoaa0/Xf2xvCf/j8Ybw8W8B/eWrqDm9dF1108XbiWsuPVnnpo8cH8eD42zOja9g2ig0dDd287uKKEIKnLmdu2QH5Wm9jWvZbatrX2ph1Z2t59saXdQwYbwbTvMb85+1CWTGwUGjc8Cwj8NbMf87uMIoHuLVZaMu+fpNoO0ylN7Zxu+cTQpCpqqhrZkfTLNMmKNR1b1bX7Udtli7bNsFCvoG5XB0vz+axKxmAT9xoVj12dhXnV8rQTRvfPL+G8yvl9hndOx85vAUbDZK37j2WiwoeO7t60yq3azVVWghd77MsFxVcWK14137rZ3PZW45l0BOSsLsniHt3xTGbq3tmZIuFxm0dK/nU0f6OWb23JF3uzuh20cUGbJvgF/7yHOqaif/6hbs6yte+/toS/sVfnAMhBP0RH37p0wfhF689v9sFxc9/dC9+4+8db+vqfv/dQ/jRe4fxW8/M3JRkrosuunh3YSeMmmdFRQiqqrFtHEcn1DWzbfb0RiDxHD55pB+fPjpw3dxFwyJo6CbOr9yay/C1FnF/d2Edz09vmCadWizisbOr3izfraK1QGnoprM9N76sVHQTVdXw8jbfaoRkHseGogj7thocXQ9vtaPvdKbW5lprE9LWULgVWa5p33yx5UX9ify2c+GWTfDqXAHfvZLBC9Nbzbosi8AvcuAd1nE76XLTsHBupYymYWE47odqWDi9VILinGPxgAifwKHY0GHZBAyYNkb3WozznYK7eZ12HblNRXDGiVHrVDxud79cbWm0Xevc2nze2zbxmlPe8Wt5iOqcL7LA4a6RGAajPsznGwCAqE9Eoa7h7HL5LXFZXy4qeGE6d1uafLfjTOqu8Lt4z+APX5rHc1M5fPX7j2BPKtTxMTXVQFnRoZl213DqBtEf8aE/QiUvF1crmOgNQuI5/PJnDuHccgX//M/O4PEvP+w9posuunhvoaGZuLpeg0XsHS0KLRt45moWEs/h44d3ZhA1ma6i0jTwwf29N7WNO5UOXms+8UbQuphraCZsQtqagWVFByEEDMMg4hOxUmp6s5a3itYCzLqFIioRlDDeE3zbIuN0ywbBtV1mt8Pt3MT1ShONTS7Kl9erqKomTozGvN8JHAvLpsfsZgvdatNApqoi7hdu6jVsAkScxsDmYq2iGIj4BXAsgw/sTXmM3WaYNsFEKogjg5R1c8+ZzdJlv8jhY4f6wLMM1isqXp0rgGMZz+/k4YkeANRE6YHdCcQCIibTG/Lv7c6jSpM2vV6ZLSAVkvHAeOIG98Kt4PZL3m2btO27k2NxnOzwuMfOrgLAlmifStPAmy0OyZuruna58lb58lDMh8Goz9uG1mJ4szKjqVtetu1CoYFYwFFw3KaxM9smuLRWRV9EBssy4FkWTd1C07C8xsqNoNjQkamq8In0ua1n6Gq5iUJdw1h4Z6/bZXS7eE9gNlfHrz4xiY8f6sOP3NNuKPWdyxm8MkvdgX/64d34H//gZLfIvQWslZv4/t95Gb/13RkAtGP43/7+3TAsgi//6dlbyhnsoosu3rmwCEG5qcO0d8aruWvAqH/nzF1YFrArub2B4LWgGhaem8rhO5cz0E0bhmXj1GKpI6PsFhs7KbZKDd1js7a+zsa/n7qSwdNXt2b4ugvUPakgHj0+iF3JwA4+jfP6Ntk2N3XztvsE7qYZkNlcHa/MFXBl/a2f0c3XNJxfKd+wO+3txky2jktrWz/vSklpY/la5581w76pHNxiQ8NyUYFhEe980Exr2yigzXCbJRzbzp7O5ep4diqLfF2jzRS/gJGEHyOJrVnNdEZX8RQFG82e9vOIYWgeLM+xNJqmJ4iPHepDxCeAEIKLqxXk6xrN2g3LEDi2rWDarnZaLDRwerEMAMjWbo+qYadwt+maIxc3ePXs9NFRv9iRAMhvys29Vs25uUC3CR0BmMnVO/oEuI+vNA1868I6Lq5R1+yeoIS9vSGvEOZvky+NTQhWywrqmonBqA8PjCfw7FQOL95kDNhioYGpTA2qvnGPyNU0PHZ2Fc9PZT12eifoFrpdvOth2wT/8q/Owy9y+HefO9wmWTMsG7/67av4w5fmAdDO5fUkbV1cGwNRH37tB4/ipx/e7f1uLBnAr3z/Eby+UMRvPj1zB7euiy66eKvAgLJ/Ms9dk1nz/sZQFuP+3TtnbubyjW0ZqetB0S2UFVqUEhCslJpYKSmYzmydwfTYrB18Hzw/ncOZpbL3c9uicwer3VvhTC6vV/HEpXTHv23e9qDE3xRjVVUNjwnfyf64VUT91Bejrt54Ju3tZHSbuoWh2NaCEIA3Z0nQPvd8eqm07fG4FiSBg1/kaB6q8xm+eyWLJy/v7LVsQhtHHMO0McL9ER9OjMYQlgXYNsFKSUFZ0TsW46Zto9I0sFKictmNa6D9cU3dwky2jmxVxQszeSSDknd+WDbBbK6O1+eLUA0Lj51dxemlUluDe7tzkBDc0BjD7cRbYWK2mZmfzzfw2NlVz+DUxfv39nSM7dq8KZsL7c23mda/24RgqajgynrVU4jYHW5LEs9iOO7HrmQAD4wnkKtrsGziNSZuZqa/E3iOxccP97c18TyTrJvY54MxH4IS7zG5DEMbTu6940bQLXS7eNfjT15bxBsLJfzyZw6iJyQBAC6vVaGbNgSOxdf+j3vx21+4+w5v5XsLjx4fRMQvwLRsXFqjMx6fPTaAv3dyGL/19DRenr25Ll4XXXTxzkVTt7BaUmDa1GRppaQgW93KzJAWmWCx0XnRvR3uHokhdgMMcCviARGPHh/EZ48NQOI5cE7R1kmet51ssxMODUSwu2djAdfKRO6EBXIXxC/P5PHY2dUbYiN4jkFwW6fY9veWhJtb0imaBZsQPLI/hX19ncd+AKrmuR0ZwEGJxtLcCNPvgoDAJuS2OP2fHIuDZxlcTW91XXblloSQthgnF5fWKvjWhfUdv5dNiNdEcM8Hw7KxWGjgb86sotK89n4lzvOZTYWuT+QwFPND5FkYNlUwPDeVw4sdZnQBIOoTvBna7Zo9Nc3ApbUKbALs7Q3CJgSvzxdRVQ3wHIuxRAAjcb/XDAhKPAxrY5Z5uxnd3rB8zbjHtxIeo7uTBt2OX7P9CS5Du/l1VMPqqMroxNJuu22bnk4IqEyYYWBZW4t4d9tkgcPhwQiSQQnLRdrgCMk8rE1RU9tBMy1Umsa2c+GGZWNh0/1spaTgmatZ7/wybsLgLhWS8aEDvfC1eOhE/SLev7fH89XZaQHdLXS7eFdjpaTgP33rKj6wrwefc+YflosKPvfbL+H3npsFAAxGfRD57qn+VuDXnpzED/7OK95i99989hDGe4L45392FoV6N1+3iy7eS4j4BcT8IkybwCY0j/GVucK2jzeduJ/vXtkq590OxYaOs8vlW95W07LhkhVWh9zS7disTtiTCrZJD1sZvZ2stdzH9Dr5mjfidLq/L4xH9qWu+bouhJbi7EbQF5GxJxVEsa7jzYUiXp8vtv09V9NwZb2KNxaKeHWuuM2r7ByZqoqmbt3UCBEhwHKxeVtikOIBEfGACLFDIdt6XnTazplsHfoNHEfTIoj4BMib5OU8y+LyeuW65xEBVVRsli6nK038+RtLKDQ0iByLDx/oxX27Ejgw0O5+6zabdvUE8ICjsNiuIO0JSvjUkX70hiVwDIM3FoqoaxvFzrHhKA4PRpAKS3h4ogd7eoIwbfu68/ECxyAZlK79Qd8ieFL02/qa7T/fMxbHo8cHPdk4HZ0o4olLaXzr4tamyOZt2RIv1Oq6DNL2fjYh6A3L+MyxAUSchpH75+lMDU9cTLcV17ppe+u0c8vlDUb3OrFka2UVz05mt80Lv7RWxbmVMtYrTZxeKqFQp+dha4zTjVwnLpaLCq6mqy37gEG+rrU5pO90vrhrRtXFuxaEEPyr/+ciAOBXPn/E+/1w3I//8PnD+OjBnZmfdHHz+KmHduNgfxipMF3A+UQOv/2Fu/HZ//oi/sVfnsMf/oN7dsSYdNFFF+8OlBUDIZkHAcGRwQgYhsGV9Sp29wQg8bQgcBdkLMMgJPMISjtj7gzLhk0ITo5tlfntbNtokexKnw8NuKY77Y9LV1R850oaDOii/np4YToHjmHw4J6tMUk7WWq57Mp4T/CGGa2ZbB2LhQY+dGCrOdfm994odG88jmMyXYNlE6yWmxiJt8t5zy6XoegmHj0+uC2z0wrdtHE1XcWhgcgWxsiwbJxeKgEARuL+G25CE9Ai9FbySl1kayqifgG7OxwTQjYKD5nfeUHuPmfziFSxoWO13EQ8ILYxgYMxHwZjvjZpfCfYhIBnWbBMe4F1dqWMS2tVhGUBnzjSj4DEIyBtXdq7xcZkuoaxRACpsLxtlBTDMF4BFPELmEiFcKA/BIZhoJkWrqzXMBr3IxYQvWvetAhEjoVqWNsW7QuFmx9LuBW0nrO34pq9Gdd7KZsQTya+u4PvwOZtcX/MVlUEZX6rGdWm52ZrKnI1DYcGIm3PZxkGhNDHFBs6XpjO4chgBLpl42B/GImg5MWqXY/R7Q1LuHdXHMI2EmdXsq4aFop1Hb1hGYNRH1JhGemqCusaHgPXwmJBQaGhYSK1sd+m0jXk6hrqmomgxO9Y1dGlubp41+KvT6/i+akc/uUnD8AmBD/8e694we8/dHLY63J18dahJyR5ToJTmRpqqoF9fSH88mcO4dnJHP7gxfk7vIVddNHF7YBtE0xn6iCg0jdCgN09QYRlHlOZGmazG/I1d/nBMgw+uL+343xaJ+imjalMbQuzsdPFUk012xbSrpTX3MRGrFeasJ1YlM0FiWpY+NaF9bY5u2JDR03rPE96szN/VdXYUYySm4va+b3bf3ZNk250i4pOnq1NaLECbLBRKyUFH9qfwoedQnsnjctcXcN8voFCY6uqR+BYj9XbbMazHZaLCp5yDMYIIRiO+7G3d3uJ9U5xaqGExYLS8W8EG/tXuA7r1YrX54t44lJmy++jfgF+kaPz460SU5vAtGxU1WufC+6MLruJ0Z3oCWJvb9CRD1MZad4pBlrhylubuoWFAr1Wt2PEyoqOq+kqGpqJV2YL8Imcd52YFsFioYEXZvKYydbxt+fW8OZCEaa9IfHe7vzL1jRkq9rb5u7twn03jmXeUunyZLqGx86uYiZL16ESz2EiFcIDuxM4MhS57vu5P7+5WMJsttG2HzvJnFdKTcxk61ucw8dTQXzkUC9kgYNP4LCvL4SekIQPHejF7p4g4gFxx0ViQ7Nwdb0GZZvxE/e8EDgWHz7Yi8HohvLFNbq60ULXsGzUdQMNzYTbi2EY4OhwFP0RnzeS0i10u3hPI1tT8W+/eRn37orj7987ApFnUW2aO/7i7OL2QtFNfOH3X8Uv/Q1l2H/03mF86kg//tO3r94WGWIXXXRxZzGfr+PVuQLKTR0EG6Y0TcPCZ48N4OAmqSRAF8XZqrrjGV2/yOH9e3uoWUoLDfviTL6j9G8zhuN+PHp8EEMxPw4PRiBxlG3avCA60B/GybE4gjK/hdFgGQbDcT+CLazY4cEITrbEzbTCfeUzDkvZ8THOg56+msFjZ1dxaa2CZ65m8exUFhdXK3jq8tbCyEXML6LPUcxsfe/NCz2n0LiBFXu2puK7VzKQeBYf3JdCnyOvbmgmVkpNXFipQLdsZKoqHju7inM7uJ8ngyLu351A1NfZOOa+XXE8sDuBeGBnxjJ1zURDN2HaNmwCaIaFS2vVjvPhLl6bK+CZyWtL5h8cpwx9p2KXkBbR5A2w4z6RQ7jDTDUDBgLHemybi8WignMrleteI57rMsO0SY4FjkNIFsCyDAzLxrmVMl6ZLeDlTW637nNSYQmGSf9temZB7e9VaRqYTNfAMgwO9IfBMnS+vKzoCEg8hmJ+EEKcOV6CvohM84aZa59/hbr2tjK6qmHh1CKdLT61WEJdNbcUp3O5rUZ1O8XmT+l+ttaZ54MDYUg817FZtXk3udvWH5G9KCkXL87kt+zXkbgfEs9tmD61Sp2df/pEDvv7wgjJAs4ulXF2uYx0RW0x57r2ZzQsG5ppg2XoOs8tWufzDbw4nffun629xLVyE09eSnuzuTcyqgEAC/kGNMNGf8TXdh8OSjxOjsbgE537+g7vc13pchfvSvybb1yCalj4wr0jYBg6uP6tLz/clcneIfhFHr/6g0exv48udhmGwVd/4AjOr5bxpT89jb/7Zw974eZddNHFuw+qYSMo8ZB5DtWmgZhfxMVVakSXDEptc4zugsywbG+G11V+2I48dji+1e2WYRg0dAtnl8tIBCUEHXbxRg2Q7hqOQrdsFOr0eS5zpegmWCc6JeTIqTd/ZQgcg7VyEz6RQ8wpxHYnA9uyB4RQxmKp2JkZBDYWsGOJAKazdTBg8JmjAwCAvz2/ds3P4jYQnr6aQU9QbmOGNq/z3PX1jRBT55YrEHkWH9iXapulC0o87t+dQMQntM0kKzuIw7Ftui2doktUw8J0po6RuH/HM7oxv4iwT6BFom1jLt+A6uRznl8pYzQR2FIYpK9RBLuI+AU0dLFtMe2CgKqUsjUNh8Dg/t0JvHqNeXQXR4eiAOhiP+ITPBlxQzfhEzhEfEKb6ZBPaJf7A7TJsFl+TFxGl2HaCp5cXcXF1Qru2x2HT6D5tw3N3GIA5J6/QzG/N6PrPmZzw2Q0EcBogpqv6aaNK+tVJIOSt42jCT/SFRX37Y4j6hPAcywurlbbw04dnFosIuoXsTsZgE2oC/DblXzx5kIJhYYGv1MYtTovu9tQarm33Gi80OaiebNypalbOL1U8giYzTm6m5+v6CYKdc1zHO50z2Hc40/ofbctn9x5+JmlEooNHT90chgBkYNlU6MwRTdRaGhYKzcx4DGv1/7MNdWEZlrwizweO7uKsCzgkf0pNDT6WktFBQxD0NBMvD5fxEQq6MVOrZWbsK0bN44rNHSslZto+EyMOvPODKiyo7UhZO3Q5KrL6HbxrsO3L67j8Qtp/NCJIfzzPz+LvzpNw7i7Re6dxQf392Ig6gMhBN88v4agyOO3fvRurJdVfOWvLrztcqUuuuji9oFlgYcmKANGQGWA79uTxK5kAE9cSntjI60QeAZ9zsxWXTNxcbWCldKGaclmNDQT1aaBh/Yk4e9QBF1vPnSt3MRzUzn87fk1PHEp7Uln3ed953IGT17OIFfT8D9enMNaubll0c0wDHrDslf8WDbBSzMFfLdDPi7dF+S6slMCahAT9Yv42KE+HBwIg2WZHX1nzebq+NaFdVSaBuby7ezTlkJ3m9/vFKcWSp4jNM+x6A3LnpQ5EaBjKg+MXz8qaqWk4JXZAhodsodNm8aiLG1atF4LfREZj+xLOUZO9MONJvwISBzm8w1890oGKyXlhhfUKyUFQZlvc9R2QQhwZb2K5aIChqGOwTsp0BbyDbyxUMQbC0WsVzaK7WrTQLamgkF7gdMXkXGihaUCgNfmtxbUBAQMQ69Dtx9BCMFMtgHNtKGbxMu/TQQlBCQOby4UvXPfsglsm2bgzucbyOxQaZEMSphIhfC+PUnEAiJqqoGpdA2mbaOmmtQF2iYAWhndjeevlJq4vFYFIXT2tHWf7BRV1UBmB42LzXCZRInncNdw1Evl2O76uNHrpvXxl9eqKDkjAKrhOBUT4hW5B/u3Kl4AygKvV5rI1jScXS7j9fkiXpktYLXU3GpWhfZewmq56TUbgQ3X5qDEA86Meb6u4+8urKOkGLh/PIFH9qfwfXt74Ba41/vMw3Ef3rcn6THS7r1ONSwouomSokM1bBi2DUU3YRGCeEDE8eGod+84u1zGqjMTvBPUVRPFho75fKPt3jqVqeHcyoYHw06v9y6j28W7ChXFwC89dglHBiP45c8cxImxGD7tdMa7eGfgxZk8vvj1M/jtLzD41NF+/OLH9+FXHr+K972exBfuG7nTm9dFF13cBBqahe9cykDkWU9ymgxKsAnBfL7hLZhaG1oMGNznsEenl0pYLip4eKIHx4ejHSNz6pqJqUwNAxFfxyJQt2zI7PYsYEMzPfZXFjgEnBiKVnaLEIJppygXebaNdXx5Jg/dslFVTSSdRfHpJcoKhX2dFSm2Dbwyf+04NZsQXF6vwrKJlw7wwkwO2xiZtmGt3IRu2Z3IsjYGqrUQuxFmigFlzE8vlhCQOI/9qmsmJtNVRHzCFibqWlANC5fXqSNyQ7MQ2qTkCUo8Htnfg+9cziDqFzoy+5sxm6tjOlNzDCapnBbYWKRnqipOLZbwsUMSuGucH5txarHkqZA6YTjup4yV8zPLANcjka6sVz1m/NJaBWGZR8pp9og8i1LTQCIkedeJaVE5dqspVyeTKMqSMzROxnlupWmgrOgYiMpIBERopoWlgoKIX8CZxTJU08J4TxCxlplMmxBMpmtIV1WopuVlYhuWjbNLJTQNG/v6QsjVNBwejLS53ALAbK6BXF3D3t4QGpqJb55fQ19Ypoxzh2v2YH8YsYDozPYLWC03YVq2F9+0EzzjNJlaz8NcTUNI5j1VQE018NpcEQ/vTXoGWe6Bq6km5vINjCX84Dn2tjkvu8cwW1Mxna1hsUDnat0C+9Hjgzg2FIXIsy0MauvzKUvpxpUNxfz4vr0RnFmixVyqw8gCw4AWsSBIV5pYKTUxkvAjLAvedT/RG8JdwzGEZAG2beDwYAR+kWtTUHhxS87PqmHharqGI4PtBnKGSXB6seQZ1LnRPqvlJliG8RQxPoHDB7Zxh/eJLAxrZ8fbcubVx3uCSFdV7xpnGNpYPbtcxrzT8OsWul28J/Fv//YS8jUNv/aDRyHwHD5/19Cd3qQuNuHhiR788T+6Fw85DqU/9dBuvDxbwP/3by/hxGjsmjmNXXTRxTsTssDCBu3gjyX8UE0LU5ka/CKHTxzu9xbqrQyBadnUadYv4u6RGO4eoXOubqH88my+LVuzNyzj00cHcHqpBJnnPJmuG6miW/Y15a4TvSGMJPy4uFrBSDzgFRybZ8TuHo2h0NBhE7Jl/tJlC1oZXQAYjfuhm/YWOa5r5HQtuPvk0loFHMt4bMVQzIfebeZvXcT8IsKy4BkIudv0xKU0JJ6FwLE4ORZDIiC1GWjppg3Dsjs68G6GYRGUFB0nx2Ie45araVgpNZGuaBiM+nE1XcVSUcFg1HdNV2yRYzGRCkEW2G1ncGWew8MTPV5RfT1oBp0TnMs30NDonOCksygHqBzWfdyNRBZ96EAvlgoK3lgobjG3IiA4NhT13GkB0PnYbcok26bn0lDMD820IPIs5vMNZGuaU7Aw8ItU+g+yIadfLCgoNw0cGgh72y50cKJ2c3ipoRIBIQQSz8EmxGvkaKaNy+tVSDyHK+sV7O4JgmGAF6fzKDd1sCyDPakg3ArQNAlAyT88fmHdk7RWmgZWy00cHoxgojeIhmbhuakcDvaHsVRUMJoI4EB/GE9eSoNjGYwk/Cg0dK/oab0HTPSGYDvXbtjHg2F8W3J7r4XtVBwvz+Yh8Sw+frgfAHUnb+gmslVtS/MkXVFRaRrwibzn7M557YuNbbnRAtjdtJhfxIcO9OL8Shk11UQrUT4S9yNf11BWdET94qbnExx2zmHKzFIGdrwniIC09Tx2s5QtJ2poT08IZcXwGiOt+52AzlDPZOt4ZH/KO7cqTQPVllxc9zlX1un1nQyKGIpt7L+mYdHZcOfgusd4odCAZRM8si+F+XyjbV42W1Xx5mKJNnFsAsum3x/bodWp/NxKBWeXyzg5FsN4T7AtpkgWOBzoD3vs/lpl+3GRVnQL3S7eNXh+Koe/OrMKWWBR3oFbZRd3Dg9P9ACgXb/np3L49R86hk/8lxfwxa+fxje++FCbTKuLLrp450MWOAQl6q6ZqWpIhSRccZi7u4ZjWC03cXIs5skXAcrAvrlAc1ddNubiagWzuTo+daQfuZqGXE1ri9zhWAYBkYfIb7yOwLGwbAvGDtw7JZ7D3SMx1DUTdY1+T2yehZMFDgLHQjPbo1Du2RXHGwtF5GoaFvINHBuO4t6xOEqKjhdn8lB0a0tBtBNWwV3I9Ud8SIVkLBcVnNhkbmVYNhqauWUx7C6EWwvdatOAYdFCVuBYpELtxTIhwPPTOS8SaLttmsnWYVg2ekISHhhPtrm3DsV8SAZF+AQOf3dhwwjMlcBuJ7uuqSamszTCplN0kMva73Fm+XaCZEhESaGFfEMzMZ2twyLEazqEfQLu25WAv0NxcC0EJR7JoIhkoEPEFAHOr5aRq2keU86yDLBJ7WuYFhTdxoszeYg8i48c7EVTt5CuqgjJvDfnna+r4FgGyaAIm2ycN2GfAEW32s7RTlEurmzVLRJtQo2G/CKP2Vwd5aaBsCzgM0cHUNdN6BZ1qGbAtLlf+0UeJ8diiPhEPHs1C4sQWLaNkMx7LOve3pB3nqdCMhTJRLZKt38wKmOlpGA45sNDE0n4BOrIfIqUOioKTi2WcGaphLDMY72iIuoTbmjM7FqGQ1rL/aBTLqz7r0xNBc8y2JXwYypbv2lp/2a417XAsVA0C0cGIwjJAuqaCcumIw0vTufbGN6254M2aXpCEsqKjmRQgsSzCEo8EkHRMw1zoZtkYzwBdMa8U+zYqcUSFgoNJIMS/AKHUkNHUOTBsgwyVRVX1qqejHvrZ2r/OVujEUHums29vbMMg4Ki4+JqBQLHoqIYeHkmjyNDEcgih5G4H0sFBYZlIlfVEJA5bEdxfOPcGhIBCQ9NJJEKS0gGJayVVHAsMNFLvxsYUOOw1rV/TdvZ6EN3RreLdwXqqoGv/PUFTKSCeP4XH8Hn7tq5lKqLO4f/++UF/MdvXQUA/MaPHMdMro5/841Ld3iruuiiixuFZROcGI0hJPGI+UWEZB4fOdiL8Z4g/ubsCs4ul5CuqG2siCxwGO8Joick4YXpHB47uwrNpIuToqLj6FDUK+QAyo5eWa9iX18Ie1IbyyI33sWwCF6bK+DJFnOkVsxka7i0Rl2Cn76axXKx6b1f6yzbWrmJNxcKmM22yzJPL5aQq2noCUlIBGmB8sJMHi86DraaaW0pmnfi/Ok+hBaUiY5y3VfnCnhuKrfFy2A+38BjZ1bbXKhboz5aS4ZWokzpMB/bilxdw+UWme0L0zn85ZvLnqxb4FgqfXQ2Zyjmx2ePDUDg2WsaaLnF7UKhgWYH4yrTspGraVgqKFtiUbZDKiTjfXuSmOgNYjDmg8AxGI37EXGaAk3dgkXIDWXr2jbBQr4BWeQwmtw4HmVFR1mhzuIL+UabdLmTudapxTKencpCM+nM4lJBwZOX03htvoBkQPLiVuqahZKig2FoIegWZj0hCQ/uSXiSUIBKPVthWjZUw2qTippOo8MtonTnPGdZBmFZ8My5Ws9Xw7JxbrlMM0prmnfsGScGLLVN8eMXedznuGQHJQGWTfDiTB6XVit4djILVbccs6z2GV3TsrFSovPYK6UmyoqBpaJyQ34drY2kazWV3P3AtzQJ3MI74hPw/n0p+Jx9vF2W7o36iLibU1EMPDuV9XwKOIZxorA2tuuu4RhMy8b5lXKL2zXBqcUyVkpNNA0LpkUwlalRA6uavmUEwbBs7xq/vF7FY2dX8d0rGa/h6D46ERSh6BYYwCu2a6rp7QvNslBwlCjuezAd5qsB0Hik8cSGhNi5GpLO/bFp2N62u08NywIOD0Yg8ixsAsgiu8V1WjWsttghtxnTE5IwmvCjaVpYdlzfXXf1paKCS+sVFBs6/RzGztycu4xuF+946KaNT/zmC1gtN/HX//TBLd3rLt65+MWP7cMX7h1BIijhwaCELz2yB7/59Awe3JO4obmvLrro4s5iJltHZU2DTQjGU0GUGjr8ImUebELNiximfbHIMgwOD0bwxKW0Z3yztzeEPic2YvO9/IXpnPeYVjAei0WQqW2fw6katCAQWBYnx+J4bjKLq+kaTozG2hjR2VwdNnHygFue7zr15moadicpk2A5g7QRn4BjQ9EtbrbbLZo7PcaVEwNUxmxaBMeGowA2JNCEtBesrkSwVe6ptCwaWx/rLkJ3sl53F5mnFksAqJw87BO8bS02dMzm6giIfNu9mrKgnQsiAG1qnaKiY1Bsn02M+kW8f28PnriURlDidyStvrJexXy+gZNjsTZW3ZVfZqoq3lwooqdFQn89mDbBuZWy55LsYj7fgE3gSEODWCk1N1isDoXu4cEI9phBvOicu1fStOi4vFbF5bUq4kEREs9hOO6HyLFYKVHHcde4CARbCn6Ra2em31igx4hh4ElIX5svoqToUHQTe1JBJAISVMPCfL6BmF/0ZtVbGzEMgFhAxFSmhuWigqZu0flZQmfRV0oKhmJ+zObqMC2yZcxoMl1DXTMQD4gYS1ATuqWiQvcXtjqYswyDo0NRKLqJpm6h3DRgE6r08OZor4PWc9mw7G1nsN0ieLMqmjjS7ql0DRVl4xrz9skteJi696GcYzhVqOt4eSbv/fzJI/24f3cChmVjKObHdKaG+XwDEk+zbSkrT8/X9TKdR/38XUM4s1TCarmJkNy+/+m1SR/vF1gUsKGQ2Ncb8rZnLBGAxHPQTFpM7usNQXbe59W5gid5b90Xnuy8g4D7sTOrnsmU2/XxizyODEZQUqgMutTU8dGDfW3Xn6JbuLBaQW9Y8vwSXLijF6703EWhrmO5qODwQBgXVipYLTdRbOjYlQziwfEkXp3LY7XchF/kkd5hbFG30O3iHY/Ti0UsF5t4356EN+PVxbsDPMdiLEkdLf/k1UX0R2TcOxbH//n/XMSxoaj3ty666OKdD5sQVJoGWIbGckxnagjJAk6MxFBUdBp90vJ43bSxWGhgJO6HT+C86z0kCzi3XEZDM/GgM8tPCEFPUELEL+DCagVr5SYMy8aD48kWuSbB+/f2QNvGLbaVHR6M+ugMmzNzG/EJXjF5364Eygp1RW0tmj99dADfdNhKd0YuFZJRU+u4b1cCPMdCNWlRMhTzY6W0M3bKfcSlNRrlc2mtCnUbNmLzq/UEJcT9YluhbrYxWy1SzWssVjdjc8FuWDYSARFnlssghLLea+UmJJ7FWNKP1+ZoHmnUL+Jh55h13H5CZ1ttQrZlCCWepXODN1DsGJaN+VwDC4UGRI7F5fUqxpwInF4n+7fc1HfcCBc4Bh871IeFQgOvzhVxeCAMAmwYXYFgf38Yi0XFayBwHaoiWWARlHmvGTMY9cGyCdbKTaxXVK+RsK83hLBPQFgWUGkaOO3kLq+Umig1dYz3BDxWd/Px89zDyUbDIxkUUVJ02IQW+ruTQaiGhZlsHQGJw1S6hr19oTZWnedYGuvEc8jWVE/6W23qqKqmVyxSafzGNjR1Cy/P5mHZBH6R90aTKk0DssBiLOHHxbXqBqPrPI9lGexKBnB+pQy/SJsaddVsY10Byu5tFztUaGjePjwxEvPM4tztfOzsKh6e6Ok4p8o42ziba2A04UfIJ6DaNLZVYdyootmN2tqVDGA47sPpxTJ4lroGB2UePEsd3OstJnlAa3OM4PhwFB/c34sr61WsV1SUFR17+0Lg2Y176XhP0DMFcwvSVjMv1+iq1RDQVbKIPIshJ2+3qVPVQd0x22vNdN6uSVZpGlgpK9615h6hS2tVRHw8PrC3B1OZOiyb4JW5At6/twfFho4XpnOoqSZkgYVpEfSENsrN6UzNa6psxqnFErI1DXcNRzGeCqLWNL1GkMiz2N0TREkx4Be5HTPwXelyF+9YmJaNQl3Dv/qbixiKyfj9nzh5pzepi5uEbRM8fTWL56fz+I0fOQaeY/ClPz3TJl3poosu3rnwiTzCsgCBYzGbpbNS09k6XpsveAyGu041LWoWtFZu4uxyGVOZmlfkvjCdwzfPryEk88jVNTwzSR1VbUKZEYnnEJZ5zwwqX9e8xZVt04K1kxvpZpxfKeNKuoI+57GtWakiz3bMnOVYBoec3NozS2UUGzoO9ofx2WMDmM7W8NjZVW/BGvG5MsjO79+6CHMXtiNxP8Z7gghKPE6MxrbM6W5+HgAcGghjLOFv+32rhLMTI7WT9Z/LLLvbsbc3BDBAQOQg8iz294Xw8cN9eGR/Ct+5nEFVNUCcoursShkALVC+fXEdlZa5uUxVw7mVMnRnfngzyoqONxZK4Bhmx+xrX0Sms80lBUmHkeRZxjOhCog83rcniahvq/nVdvJoN4onGZTQH5E9eTzLMLTIIMAb80XkaxvzrVwHRnexqODZyawnRz08GMFI3A+OZRD1C4j5RTAMg3RVhWHZXlG+8dloPm2bkdCm4+dKps2W2ejpbB0f3J/CeE8Qdc1ESdEQ9Yv4zLEB3L87gX39lA10C+pWHBoM48E9CaRCEhiGgWkRxPwi+iO0YLprJNaWCcswlIk/MRrzIsayVRUH+sI4NBABwzCYzdZh2huSXPe/55bLuLJehaKbmM83wLJMu6uvZeOJS2lMbxojaN3n7rGpqAbWyioWnaaPxLPY3xeGT+C85k+b63sLA94TkrDfYahbVRi3EkpZVHQs5KnioqlbHksr8izev7cHhYaOZyazOLNUwuvzRe/YtbKpboE5FPNhMOrDq3MF6KYNyyZYKVGzpVY1h9sMiAdE3LcrgU8e6cc9Y3Gw7EbRenqpjFOLJZQV3ZsVdtUPNdXEcqm5URR70mX6c1U1oOg0Co4QguUSbfS4ygv3/cMyj0xVw4szBeiWjWJDxyuzdB7ZJ3DY3xdGUOIwHPNDt+y2z1Bo6Nuu/Y4ORtAfkTGdqyNf0zCW9HvRTFOZGmaydRBCdmxkB3QZ3S7ewfilxy7iu1eyyNY0/K+fuq9thqWLdxdYlsF/+/t3O19aLH7tB47ip//4FP7Tt6/ilz598E5vXhdddHEdNHUTR0aT0C0bfolDUBbw0YO9OL9awdNXaOzQPWPxljgIwC9xGEsEcGG1gsfO0rzz3rAMyyaQBA4nx+IeO8sywPv39kAWaAzGaCKAXE1DxCegUKfFpU0InrlK5yE3S94A4MxSCQGJh8CxeHOhBELoYnFPT7BtcbtUUHB2uQwAHqtg2QTT2Rp6ghIODUQwmanihekcCAGifsFjkV6eKYCAgHNYqe3mBmezdKGWDEnePkkEpY6RLa3Y/GorpSZems07hSGz5T07zei2vgYhpCNTttmJGgDmcjQeJSzzmM83MNFLGUHOcettaCa+dTENnmVw90gMJUWHZtq4mq56MVJubNRkuoahmL+twQDQYq2hmVgsKBiK+xCWO8c2tSLqE2ARG9WmgYlUCD6Bmum4Mml3OzoVzk9dyXQck9FNG0vFBnrDMoZifjAAdMvEhdUKeI7B/eNJpKsqZXSd3dep0J3PNdDQTaiGjSDHYrXcxJsLRayUmjgyGMGB/jDm8w2UFR2KZm15jf6IDwFJ8Bg4YOs54CkabALWGQ+wCbBaakLkWcg818bA+kUeAZHvOBd5eb2KmF+kxSNDWepYQMRdIzFPzbAZssBtacq8vlBEvq4hIPJYLFLn6GrTbNt+zbSxUGhAM2ysl1UouoWFQgNRv+B9JgaUBY9uE99VbRoI+wSUnOLovt20AH/8wjrNp87WEJR5b8SgXevAUMXJaAyfOTqAXK09V3szrtUgUg0LqmEh7bD0rlphuaig2jQwX2ggHhA9Br2sGAhItGE3GqexRuVN0mmb0MzkqmqgrBjwiRzWyk1v1lc1LMgCh1YC3D17rqZraGgmRI5Ff9SHoy1qlv6IjFxNA8cyqDTpjO6jxwfAMgx6ghISAdE7Dzd/5vl8A/P5BuqqiaZBDbYW8g3vPkIIwfmVMgajPmSd/anoFliGzvWzDAOfyGJfXwizuTrCPgblpoEF536yXFRQUw30huUt8nVCCJIhCQNRH53jLypoGhZ8Iv2+ydU0TGfqYBh0jKfbDl1Gt4t3LPamQsjVNfzIPcN43zWkUl28O+A6nVZVA7//4jw+tD+FP3hxHt+9krnTm9ZFF+94fPWrX8U999yDUCiEVCqFz33uc5icnLzu85577jmcOHECsixj9+7d+N3f/d2b3oZnp7LQTRvDsQAAyi7F/XRG1ydwsGwCAgKeY2HZBKphYXdPEEeHoiCEGiQdGgjjgd0JJAIiBqM+7HYclxmGQdQvek68HMugLyLDJ3JeoUGjVGjUTKfFqjtbeX6ljLpmggDI13U0dAutdd1svg7DolJpd2ls2jamMnXM5xu4tFZB3SlsRY5FpWngxGgM79/bg2RIAoMNGatNCK6uV7HaEkNDCMHFtSoWnbgftzBt6pZX0JxbLnuSzFa4C8+aanjmXCDtRZbZxuhuZXtaWa3tFu+GRWDZBKcWSzi1WMJ8voGIT/DmPC+vV/HM1SwmMzV88nA/9veFka/r6AvLXmyQy9i2FlRBiffmXlvZUBc8y+DkWAzT2ZpXeFwPF1YreOoy/Z7I1VQMxXwI+wSPFXJndNVtJO0u3lwo4hvnaDGnWzYurVVRVgxYlt3m1uvKYPf3hZBoiUjqVOg+MB7H+/duRCVdajE9u7BawenFEqYy1PRL5Nm2vwP0ONRUAyLHIiwLCIj8lrlvtyi0bAKOYdA0LJxdLuOV2QIurJRxcCCMeEBEQzNxfqWMtXLTaw61gudY9IZlzObquLxeRU01wbH0CnjmasYzIju9VPJY01bMZGu46swgP7ynB6pBZzBrTQODUTp3v1RUPJMgtyFyZCjixWgRAu84vTCdg2raODkW31al8dxUDrWmibtGYogHRFSaBkoNHaph4dIazaYOtpAgmyN2sjUNF1crmM7W8fxUztuPnZCvbz///8SlNJ6bymHS2UdKiyQ86yhaaqqJuVwDF1YreHOxCEmgzb+Uc820jmDQbSUeU5qtaVgsKDg0GPbmWd3zjekwnuCel7ppYz5Xx5OX05jO0m0biPpwbDiKnpCMoMTj2HAEskDnclmW2VGGcblJR1NEjsXF1QoyVfoZK03DY+bvGo56YwVRv4g9qaAXf2VYNtbKTZxfKSMkCZ6b/OmlEibTNUxn6/Btkh8bFkG+Th3vjw5FkAiKqKm0KUYIwf27E9idCiAgcQhJ12+QuegWul28o0AIwVyORh785akVpEISvvLJA3d6s7q4jWAZBhzD4PtPDOLwYBi/8JfnsF5pXv+JXXTxPYznnnsOP/uzP4tXX30V3/nOd2CaJj760Y+i0di6IHUxPz+PT37yk3j44Ydx5swZ/Kt/9a/wz/7ZP8Nf/dVf3fD7HxuKQuRYlJvUOTZTVTGXq2Mk4ceD4wkkQ1LbAp0uYqiJVV9Yxt0jMWogUlGRCEo4t1zGC9M5PD+Vw5X1KgzHobWpW7joMMCPnV1FU7daCl3goYkk3rcn2VGy25rTPepsV79TLLe6Fr9/ogfHhyPoa5GRSjyHzx4b8BZ07kcZT9FCPCjyiPpFHB2KQGphWXI1DQ2dMj0uLq5Wsbc36Mmm3Vngy+tVvDCVx9nl8qY52w24UsK/PbeG33hqCgGJx76+UFuRtZ30sjV6xMV284imkyfa+tyon7osaybNo62qBrJVFTXNxGNnV/HaXAGZqoq7R6Jt29Ea82LZBP0RGR8+0IuhWLsRFUALl9fnC/jowT6MdHCf7gTXvXWhoGClTB1q3eIcgBdPla9fu3BeLTdBCC3wAyKHTx8dgGpYeHOx5DUujgxGcHgwDEIIdvUEMZYMtEWqbAbHsg7rRv82EPVhTyrouS1PZ+uYytRRV01EfcKW3OTFIm0qVJoGUmHJMXRrfw/3XLNsApsQXFmvIeoTcHIshgnHmIuAHoe1chNzuUZH1YDEsxiM+rC3NwgQ2qBgGAbr5SYur1e9JpOqW22MP5WopzGZrnsNoIhfQEO1EJbp+dkXkWE4jtru97lp05l+n8AhKFPzol3JAESn0Co2dExlaji/UvZYzM3oDcvQLRunFks4vVTC351fxyuzhXY5L9syn9py9tsEEDkGmmnjynoVfc4x2e6auLhawUJhazZrazEm8Zx3n1mvNFF2csU/fXQAiYDoqQwEjvUK1qpqIFtTt7hS24TeVx89PujJs3mGsqG7kgEcHqAsbWt/xX2NVJgyyktFqk55eZa6tgPw8mslnoXIs+gNyRA4FlOZOhTdxHql6RX7hNDjMOdcS1XVoHFCAoeQzCNdVT1memO/EpxeKiFX1/Dw3uSWWXzVsPH4hXXUNRMRn4jesNQWZ6QaFiybrvXtTY2JNxeKKDR0+AQeY4kAEkHRU2pwLIPROJ1lF53PthN0taBdvKPwZ28s45cfu4QfvXcYl9er+P2fOOnZ5Hfx3kBQ4vH1n74PDMPgUH8En/wvz+PLf3YWX/+p+3bUaeyii+9FfPvb3277+Y/+6I+QSqVw6tQpfN/3fV/H5/zu7/4uRkZG8Bu/8RsAgAMHDuDNN9/Ef/7P/xk/8AM/cEPvP52t466RGM6tlHF+pYyyYiJT1bC7J+gtViybeIxNU7dgE2rARJlCanbz4nQeT1/N4uhQBLmqhlxdw0i8FxXFwDfPreMzxwcQD4hYK3NoGhZWyxtmQDahC7CdjLEouolTSyWEZGqC0+Y+S1Wb3va24vBgGJfXqriYq+DwYAQ9QRF7jg7g+akcyk0DI3G6WG4tPIdivjaWaC5PzasGY+0mMbuTAUz0BnE1XcVA1NeRIdxYsFPDpL29QTQNKvl0F7mm1f5ZOv3bRWsxa1q2d4/VnWia/X0hj1WybYKwTAv6D+ztAe9kDX/HYVNFjoViWLiwWsX79iRbzG+A1+YK2N8XRknRcW6ljI8d6gPPsXhmMgvLImjoJvb1hVBpGpjK1PC+PT0QHLZIM+2O88ouBiIbBbM7x+gXOcgCi6ZhQeRZfGBfCr4d5vJ+8/wa+iM+3Lsrjp6QhKG4DzzHIFvTILAMQjIP2yZ4aSaPQn0jR7dTvNB8voG5XN2TmR4ejGC5qIBlgN6whLDMo6qyyNc1mDbBYMznFegAdchdLDScnFzGMQhqPynd898iBO6hD8o8ekIySoqB1+cLGEsEEPMLeHiiBxzLoNjYGk/DAjAIwXDMj1RIxqW1ilfgByTBi4x5YDzRphTgWAYDURmDUR8SjuP2eqWJPU7GaaaqYqHQwP6+ME6MxjCaoA2MUwslnFoqotgwsCcVwFy+geGYv+17XjdtLFdV+ARui9u6i4hj4lVSDPh4DgS0+XFoIIyQLHiFM9A+M08IQdQvIhUy8cB4AhLH4dmpLOwWdcdmWX+nme7WRo7AMdBMeq1kaxriDlNZUw2MJPwoNw0EJQ6P7EshU1Vxaa2KqF9Aoa7hkFO4eowuiHcf2pMKQjVs5Bs6VstNxPyiFxHWto2ujJ5h8OB4Eradh0UIig3d2+/nVysgBDg+TE3hig2a0btSUqBoFtbKKpJBCZzzYq7bvWUTTGfq8IscFN1CPCBiNleHxLOQBRZLRQVDUR/A0AbESqmJ56dyiAdEFBvU0OxRZx8dGgijqVPZsWnbbSMUIs8BMLFWbrbdNwkBjg1Hka/ruLBaRqaqwibEm9G9uFrBUqEB26b7bWKb82UzuoVuF+8ofOpoP+bzDfzRS/P49NF+fOTg1jDsLt79cG94a5UmwDB4fb6I33p6Bj/3kb13eMu66OLdgUqFSiDj8fi2j3nllVfw0Y9+tO13H/vYx/AHf/AHMAwDgrDzJmJvmEp2oz6a0RmSBTwwTucyL65V0NBMDER9ngRR4FhwLIMjA2F851IamZqGkqJjb28I8wUqfdvdE8Dl9SoauoUzy2XEAgJkgUUiQA2CCg0dAZFHvmVG9+8urINjGHz0UN+WQvGV2QJ6QnThybMsao6xynDc31Yc/s2ZNUxmalB0yytGFZ3KDodjfowlA1hzpMhPOUX5oYEwnp3M4lsX0hhJ+NveezNLBwBvLBRRqGtIBCnTzTizkKOJQMccXRdujeNKgOuaieencpB4Dj6Rw+MX1tuZ2A7F7VqbjJr+N11R8eJMDp8+OgBZ4KCbNmazDZg2wV0OQztfaHiznt+6mMbDE0mIPAu/yNP4ElBp7nqlCdthFwEq+05XVaimjbtGaDbySklBMiih2twwqppM15xjw2A+30B/RPaYxxOjMZxaLIIQ4ORYHLZNUFToAl3iWRwZjKCumegNyQjJAnpCkjPjZyBX01BTjRtqii8WGmioJu7ZHUdf2AeBY7HsSM39Ip0fLyk6FgobObqdGhOFuo6aaqKmGpAFDumKijcWilguNXGwP4zxVBBhn4B0RYVqmlsaKz0hCceGaZHPsgCYrTO67jF2ZbrHh6OwbOLMpRJopo1cXcNCQcH5lTLev7cHPpHbkqWsmjbOLpe9uWjdssGxDFJhuk+rKj1WhLSfVwLHbolhOrdcRr6mISjzqDQZFOo61sqK93wAaBom8nUdPMsgU9VgWsSTyG/IcglGE4GO7D9AWXqBYzGa8NNiejiKfb0h/PGri0gGRTw7mYXAMQ4LyLbL9p3/Dsf9jns6/XzXyr7udD215rVqJlUT7E4GYFkEqbCEbE3DpbUqJJ6OWdgEWK+oCMo8kkGRjmf0hrxrYamoUIaTAK/OF1BUdKxXaPG5VlYR9QvIVNWNGd2tdS5OL5VhWDYurVcgcCyG437EnKJ7KOZHvqahNyzjyctpNDQTo45rciIoIhEUN8YcWs42BnS+t+yYy1k2ZXtlkUO+rnueCRGfgMGoz1OxNDQTEs8iIHKwbTq6MpYI4NIalblPZ+rQLdtzNO+LSBA4BgMR3xaZfk9QRo+jDiopBhjQbQhIPBSdZusyDD1OrhP09dClT7p4R+DZySwMy0ZQ5HF6sYSgxOPffPbQnd6sLt5i7O8L4xOH+/G54wP4raen8cps4U5vUhddvONBCMHP//zP46GHHsLhw4e3fVw6nUZvb3uzsLe3F6ZpIp/Pd3yOpmmoVqtt/wOAgwMR2ISa5+xKtps7hWUeEZ+AtXITr80VQAiVLU5laji3XIFm2Sg5Riwxv4B9fSFEfDz8AgfdsvHqXAEM6Bx/a+RMMih5Emhgw3VZt2w0O8xjijzrRZcIHIOon0exoaNY19ukwlfSVRBCmVj3tTXDxnJRwWKxgTcXi56M81B/GH1hGSnnf2EfD4FjPCbMtGjx0BeR2wqhhXzDk0HS2WGCumZ684nubOxm9s5deJqWjZpq4H++vAiW2XCeNSx7kxkVs+XfbkEJbBQd7txtxVls66aNZEiETeic7kK+gYhMZ3QpG0iZocl0DQ9PJDGS8HvGQT1BCQSdHafDsoBdziK3k5Q44hNwZDCCqUzNM7MB3MiRpjfrfCVdxYXVCpaKCn73+VlMpmuI+ASsV1T4RQ4+gYPi7Mt8XcepxZJXyOwEhmXj2eksaqoBw7IgcAxG4tQ8S9EtqLqN4ZjfKQroczpJl+8aieD9+3o8pvP8Stk7ppfXq1guKFB0k86b8xxem2v/jlM0C9WmDuJEB1k2lf+2zhu7CoYjgxHoloX1ShMXVitQTQsAA5/IodjQsVpqYj7fwNV0+/yzm3vsEzgMRn1YKiiYydZxcbUK3bRACC38zy2XqepiJtc2c+7i0lqFzowDeHiiB01nTtawbQzH/WholhcPA9DrcbwngAP9YQzHNwrZ1sgjjqUO3yulZpt7d+txUg0LD+5JYiwRQKGh48UZmqV6boU2++ZydXrtFpRN7tUEy0UFV9arWCkpeOJSGpppbWtGBbRfTy7KzY15Z920kQxSiXJ/VAbPsl5smWHZ3rE5v1KGwDK4ayTmFYet23ZqseQYvwmQeA5lxcBMto6TozHHO2BDudFpDr/fGbvgWRYNzcRyUfFm5VMhCQcHwjg8GKGO3oB3/2AYpu31WreJZRkMRH0YS9JGnOsxkK9pyNc1yqBLPDVDswlOjMbAgErDE0EJw3E/np2iLvo11cSV9SpmsnXEA6L3mQBq1LVeUcFzTNv3CCFAtkZHYo4ORamMH/Ck8CdHqVQ/1BLntRN0C90u7jimMjX85NfewNdeWsD/fGUBby6W8MufOXTNUPou3huIB0T8+g8fw698/xHsSgbwxa+fQuE6c1ZddPG9ji9+8Ys4f/48/vRP//S6j928IHAX4dstFL761a8iEol4/xseHt54LuhinGXo4mPGMT+J+UVvBss1utEMWjyslZttcTpNw4LMs5jLNXBuuQKfwGGxoHiRGE3dxHSmhm+cW8N3r2Q8lgmgjO69u+L4wN7OMtVW2STDMDg6GMVQzIeoX/BcWQEa2XNwIIzesOwVL7GAiE8c6cdaWQXIxlzkUNzvGamwDIPRBJ0RcwtqhmFg2QSrxaYnTQSAkYTfmwGm7BvBZLpGZw1bTKjcZZ5qWDAt21t4Fho6zackBImgtKOxjg6EY9tCsico4cnLaQCUzWtlQAWORUjmnVlPCz6BRbVpoKaaqDszumeWylgqKTjQHwbHMlsKBsZ5btOw8InD/didDHbcTkng8Mkj/djTs/H3y04BtfFZqEPs1fUqJJ6F7jQUFMOE5jCTM85c5z5n5nSn5lYAEJB43D0Sg6JbOLNUhm0DP3hiCJ8+2o+D/WG8Nl/AclFpY43YjoeAgcxzXpNjKObH/r4whh2GciZXx5X1GqqqgVhA3JIdP5OrYSpTR66m4c2FIhqahavrVY9dBih7FfYJSAQlrJSayFQ1r6ljE4LRuB+HByKQBNZxtG5gLr8xo+uahkkCi76I3JY3DYaaTC0WFQxEfSCEgJD2cs+wbHzz/BpmsnWv+PKLnFf07UkGkWxhCd15eJ5jEfXTGUuJ53BsKII9qSBkoX1HWjZBtqo6hXs7+iM+OqPuFGiX1yqoa6Y3Aw3QRodu2jRjt0VBQAg9zhGfgJAkYCJFX+da8UKdbouuQzsAsCyVyX/kYC8IAUoNHeM9QXzySD8Goj6vQRaSea/5UWkaWC03t7CXNiE4OhTFxw/3odeZuRV5BuOpIPb2hrxZ+E6Mbn/EB5FjvQIWANad5oRm0nsJxzIIyzwO9IW9xyi6iZWS4h2j1i0ihGA6Q42idiUD0E0LD00kcag/gnhApK7KLC1szyzT+LWH9ya9HF+AFrgA8J0rGZgWoRFbARHJlhld1yhtPt9oa5bZhOD0YglVlbpJuyMLbt4v60joA44R1XbRYZvRLXS7uOPY2xvC//iJk/jQgRR+9YlJfHB/Co8eH7jTm9XF2wi/yOPoUASFhoF/9qdnrtlx7aKL72V86Utfwje+8Q0888wzGBoauuZj+/r6kE6n236XzWbB8zwSiUTH53zlK19BpVLx/re8vOz9jRBgodDAK3MFNDQLZYXmM+qW7RXQ7kLPtAlEjkW6okJ3jI90k+brnlupICwLKCraFma24cyGcSyDusNUuCwnIZRxCcp8Rxkp0O6oyrIMesMywj6hLX4FoDN2hmXDtttjdo4ORRAQeUxlaF5jQzU9Yx6z5bFu0eNG7+xOBdrokURA8hbjxHE7nUgFMZEKoi8i49hQBCdGY16hfWmtiivrNW/h2VqEKhrNtewUCXS9IFB3cb1QaGC9onrzjJZNwLOstx2DMZ+X/doblvHgeBKfPjqAE2MxvDRD2X9q6kVwySlKNy/cGYYuXr97NduWVdy6Lfk6dcFlAM/AqRWWTVBRDOztDWG8JwjdshEPiJAFFv0RGbsSARQbOvojshcxwrEMHtmfapOEuxm7nbJ8W9ETkjCa8INlGZQVgzZpTMtzYS41dI/l4zZ9oLpm4u8urOPJyxmPTTs4EKbutgyDoZgP8aCIsMwjW9VQaGhbZOt7UkH4BDqPXtdoTItN2p2saawQfe9RRzbvMnoEwGyugYpqoDdEi9ixhL8tbqbNsduiTP779/Xg5FgcAZEakCWDIg72h8FzLO7bHW8rXjiGwe5kEA/tSeLIEH3d1XITo4kARhMBLJcUTGfqyFZVjMT9XlawZlpYyDdwarGEfF3DuZUKPe9ajolqWHhuKuc1ngCgohhbiphCQ8Mb80WvyIn6BRzsD2Mo5vMcrxXdQl0zPQduQmgzfSDqQ8Qv4IDz+bZzXd4JCKGZuU9eymC9oqKum14jK+anrtl3DUfx4HgSS0UF37qwjsVCA2eWSlsk6cRReqiGhcGoD3eNRMEy1BmbYajUHGhXErj/NiwLD4wncP/uOIISD5FjvWbjpbUqzq1UcHW9itFEABLPevcO1aCKAXcfrJY2mHvdtFFVTZgWzc8VOBb5moZYUES6ouLschm6aYNnGQxG6az5s5M56KaNhXyjzVDs8EAY46kAkkEJtk3azAAlp9GRq2ntjC6A4yMxDEZ9eHOxCL9Ijb8OD0Zg2QSvzhZwebWKTFXFdKaGZ50M9uuhW+h2ccfw+IV1XFqj0pMP7k/hl79xCSzD4D98/vANyRK6eG/gX3x0Hz5/1yBemi3gD16cv9Ob00UX7ygQQvDFL34Rf/3Xf42nn34au3btuu5zHnjgAXznO99p+92TTz6JkydPbjufK0kSwuFw2/82tgGI+HgMxfzYk6KxQbplYy5Xx+V1usiJ+AQc6A8hHhAR9Yu4ezSGimLgzFIZF1Yrnnsnw9DZOZ5lsL8vhMMDYezvC3nM1aePDuAD+1LUUdc1uyIE37q4jqeu0CiUl2fb5dfPTGbbFluE0MVb6zwpQBfp09k6zq9UoDsFMN3GEoIyj6G4D0MxHwoNHc9NZ73FoGpQ99epTM1jdAkhiPgEHB6ItBVuF9fKnqTRJpTFyNY0pMIyBqI+b7F/cozOWE+kghhPBbxoDlngcHw4CgCYyTWgmXabKY4LZtsf4L03sNEAODES95oSs7m6J6+WeBbLpSaaugWeZfDU5QyyNRXEBqJ+EQ+MJ7CvNwhZ4JCtqtBMqy1ixUV/xIe7R6KYTNfw9NUs5vMNZKoqLJug2jSwWFDAsyxmcvWODOxyUcGzU1lkayqevJxGTTXAMgwmUiFafDE0WmXMYdYBYK2iouDMcnq7YlOUy2YoOm2i0AJBhk0Izq2UwYAWTCfH4iAgmMs3NqTLmwrzTEUFIXQR7zKJ+bqGy+tVpKsqesMyxuIBTPSGEJR4MKBy1Fa5etQv4uAALdge3pPAapnGJxmW3Xb+uG8dD0j48ocmEJR42ldxiuLFvILVsoK6akK3iMemTqRC3nOnM3WcW6mgotBc0/MrZTAMLRqHYn74nWtzq+szg4MDYY+hBICr6zXk6xoU3UTDKTDBbOQzvzidx6mFMgoNHX6R8+Y+5/ONtqKHZTYk4y6encriKSd2MF1RsVhQEJR4DMZk7O8LYl9vCJfWaGTTWrmJStMAAW0aWDbBarmJS2vVrY0YuBnEbuNs67kxn2+0RR66EVaJAP3s1aaBNxdL3rkwlgggU6VF4IVVyjazLOM5yA/H/djbG8Ij+1IdGd1X5wp44lIak+kaaqoJxtmHk+kaZrNufm3LZ3D+fXqpjMvrVeRq9BzZ3x/yjs9o3I+oT4Bf5GnE1VIZuknfOx4Q8aP3jsIv8ZB4tq15x7EMhmM++ATa0KLGcXWIHIP+KG1CqIYFnmO9UY1MVUWlaSAo8W2Z2ANRn5eTu1RScKVlnGIo5kNfRKZNoTYzKoKkM0MclgXM5xvIVukcsGnbeG2hgPWqirUSdQnvDXWOpNqMbqHbxR2BZlr41W9fxW9+dxoA8JenVvDCdB5f+eR+9Ec6mxJ08d7GUMyP/+uHj+GTR/rwH791BU9eSl//SV108T2Cn/3Zn8Wf/Mmf4Otf/zpCoRDS6TTS6TSazY2O/Fe+8hX8xE/8hPfzz/zMz2BxcRE///M/jytXruAP//AP8Qd/8Af4hV/4hZvaBpsQJIMyxnsC3s+GZSPmF7dETOim7RWdLvMW8Qk4MRbDwf4wYn4RIsfCtAmupimTGXCKARcRn+AxxO77DUZ9UA3LWeS1F0pRn9BW7NjEbsuAdFFRDHAsXWC7LJ1mWsjVNCwVFFxer8IvcsjXNBACT3bnZuDWVNNjdGuaiVOLJZQVo22+L1fVPHddmi/sLLJt28uvPb9cRsBho8LOwpQAtAA36Yzugf4QBqMydicDHeXarU3h2Sydz2yFu5h3TbfeWCx68tOBqA+mI6mWnTgRzbRRcBx753MNXFyr4MhgBKmQDIZhMBz3oT/ig2WRLZEwDBhEfLRoupqu4swSLfZXSk00NBMsQ6WU+/tDmM7UO87wJkMS+sIyXp8velE0S0UFU5kaZY4KCliWgSxsMHO1poEzy2VvUUw/N7x93wm6SQvJbE1DU7fAsQzNcw3JlPGybAxF/YgHRO+obp7RHU8FcXIsjvt2xT2Z+unFEgihRZdu2pjP16EZFvoiMiI+AS/P5tvUBRVFR6VJTXfKTQM1lbLK3zy/7knc3fldgMo1zyyVMZmu0dgqEKdIJLi8VsWkM+u8Vm56s5ruc90xAJ/A0eaDRVByiulqk7o3lxUdz01lkWnZlwBllU8tlnBxtYzVchPv25OEZti4sl6DadkY76ExTOmKimJd9yS1Ywk/beL0BDzJcqNtRpfB4cEIZnONNrm2975OYRrxCRiO+1FqGF6W70yWxtMouoVkUERI4r1mDyH0mpvO1DCVqaFQ1/D4xXXUNBOWTefY/+r0yha5tGHZqGumV4C5f/dL9NpzmX4WtKAEqDR5Ml3DvWNxzxBqJldH07BweJBm2AbcxkQLCGjhGfOLsAg9VxkGuOyYODV0AzbZNKPr/Hck7sdg1IeFQgN1zUS1aXgNhERQwl2jMe8YEpA22X0iIOLhPT1tCoWJVAgCzyEVltuuGdcMbCDqwwf3pxB0HMkNy8axoQgdKzBtet22xLWVmwbOLpeRrWqUVW/5m6JZyFRUzObqWGo55jahTavpTB17e0MIywKWS03vvBhLBLC/L4SonxbUR51G4PXQdV3u4o5A4jn8r5++H3E/lUT8+29exv274/jRe0bu9KZ1cQfBMAz+/eeO4MlLGXzpT8/g9f/zw914qS66APA7v/M7AIAPfOADbb//oz/6I/zDf/gPAQDr6+tYWlry/rZr1y48/vjj+Lmf+zn89m//NgYGBvCbv/mbNxwt5IJKMqlr6GS6holUEIMxP2IB0XtMwXF/BegibrmooDcs48RojLpp2gQcy+BquoqgxINnGZg28Rw6790Vx6krGUT9gscKbMyxmhiKBrBabiLsE/DQnmTb9t01EkPVKRQo6ExtMighU9tYuB8c2GCpCwo1AkqFZXz0UB++eyUDQqjx1URvCPftotJA1bDAMpR9VnQLl1erOLVYwljCD5Fn8dJMHodaZKvDcb8ny7YJQSokIRWSkKlp3swfwzLwi1SGPZmuISBR4y3NtFBWdCw7TPJYIoB8XfMWeK1oLb18IuvJODeOGf1vyMnC1EwLM7kN9l016ExtWOa93E9FtxCQeNQc8yw3fuTcShm2TfD+vamOsmOALvoFjsGnjvTjfymLEHgGQYmHX+TAcyxqqonzK2X80w/swbcvppFxmE8X1AzKxK5kAKNxP+bzDQQkDpWmgQurFRwbisK2Cc4slRGUefSGZezvD8O0bLwyV8Bnjw1sUYRZzjnHtET3RP1UcfDEpTRWSwr29NDs24RfRL6u4fQSZTv7I7K3kzt95FdnC+BYxstPdWez5/MNlBVa5LvHcXcyiP19IRQaG+ZGc/kGZrJ19IYlFBo6ZIFDTTXBswx4jqHyetolgWHZmM3VUVZ02MQ1OaNqAIZhPLlzpqrS+UnGNSCi7zUU86Os6JAEDgADhqEqiekMbTQdH44iV9NQ1ywYLeoB2yb42/NrAOAwjA08tCcJGzQzeW9vyHPRXshT9cEj+1Mgzra40TL7+2jkzOYZXXrOmdDMref3SDyAsaSfHjubxpyNxGlW8Ux2Yw7ZjW8ybeLlLhMC9EV8ODQQRkDicWggjPMrdATgxZk81spNFBt6R9d0w7YhsZxnCuZeG9SBPIxEUMQ3z69hrdzEA+NJLBYaeH2h6LGYD44nvaK3rOgoK8YWBtm2CQ4PRnByLI5yk/6dAZW8B2Uehmnjarraft45/06FZaRCkhfts1BQIAscDg2E8fCeJGSBw7curgMAjg9FvfuAopt4YSbneS24ONAfwnSWNpOifgG6aUM1LYzE/SAAQrKAREBCpWmgolLjrP19ofZ5b2yMCrw+VwQAxIPilliu+UIDPMtANew20zUQaubWNGjj6chQBM9N5by5X4A63GuGhfFUCOdXdmZe2i10u3hb8bvPzaLU0PEvP7Efg1EfbJvg//2/z8G0Cf7TDxzd9suzi+8dxAMi/uMPHMH/53+fx1f++jx++wt3d6XsXXzPo5PMbjO+9rWvbfnd+9//fpw+ffr2bAOA5ZLiGRQphuVJAQmh7EwroxqWeTQNm0Zu2ASaYeHKehXpKpXwaobV5obsvkldo69fbBheticAXF6rIVfT8aEDvVjIN1BSdKQ2yddIi7qXECAVlhD2CV6hGxB5NJy5OsOyIfIsprN1L8Pz6FAUdZVm8N49EnUyHzeMjgISD5/AIeAwPD6Rw3hPAPv6Q5jM1mgBJvHY1xdCzNmOVsmixHEYivkQ81ODFpFnERB5uoBsGoCzQN+TCmGtotLCRzNQ10wYFoHIt98LW+d2CUGbGY/73rpp442FIhTdBLElXFmrgeMYqIaFmF/Eg/1hDEZ9mM01kAiK8Al0Ni7sE/DqXBFlxzHb3c7J9doWBh+gc5TPT+WQCkm4ayTmFZOtYBigodH5yYhfwFql/fPk6zSq5csfmkBNNWDZBHG/iGrTRNRPs17Pr5Sxry/UJum8d1dik7SbeIWtaduwCQNFM72C1EVY5iEmg2BZOo8r8IxnuCPxLFTD8pj6zYzuYqHhRV9NODFCe1MhlJsG5vMNRP0iDvRzSDuF51pZwcN7kyi3HKPDAxGvOPQLPPrCNAZHNaiD79NXs/CLHKazdTQMC/fvTkDRLOTqmmMcBUxl64j7RTw0kQTPMpB4FiNxv1fIuNs/lghgySlu7xqJojcsIeITsVZuQuBY7O0NeXL0K+kahuKusRtwsJ9Kl6+mqZJiuaSgP+KDLLCYcljTpm5hIhUCQK8tRTedwtxAX0SG4EQZtaKhWXjs7CpOjMYwFNsau0WzZmnB//piEWFZAOMUaQf6Q9AMGwJP2f10RUVJoYWr7ei6jw1FvbniPakQ5vPUBVvmOScSh2/LeHVhWAQSv6EMaDV9kgQWZ5fLyDhsZbskmf5bYFm8Pl90VDB0v7nxOi5MJyKqpm4UwQxDGdnlUhOWbTufdauzumZYsGyCiVQIa+UmZIHzSIEXnJl6BnSW27SJ50VgWAQsY2Mw6oeiG2gaNgSOBcMwaOpUKUMbJ9Tki2bg0tnulZIC1bDgEziMxP2eeuToUASLBQU+gcOeFDWY298fgkVsxPwCSg0dFiG0aUkIJJ6l+9UmbZJ1AoK7hqOoqQZenSvg4EDYmVumn3k2W0dFMaAaFsI+cYvqYDt0pctdvG0ghN6IaAg0/d0fv7qIF6bz+NefPujlfHXRxQ+eGMZXPnkAj19I45//+dkteYBddNHF2w9CCGJ+KrU70B/C3t4QbEINTS6sUr+FsE/Avt4QekISIj4B9++O0/nX5TLOrVQQ8Tk5twyDVEgCzzI40B/yXJkFfmNZMpbw4+BAGNOZGs6tlHHQWSimHdmbG0dWbOiYydbw7YtpzOU2WB4CAs2woVsbrEHUL2CxoGA+36BzfqaNStNAtkrzT30ih2RIwq4kjTLJVCkbV1J0MAyDU4slnFkuozfiw4nRGGSBg8Rz2Ncb8hgc1bQwma55UT6WTRyX6jpemMmhNyw7rrl0ASfxLA70h3CgPwQCanYT9gn48ftH6axwXYdf5NsMily0/s4ncAjKfFtTZEPeSguEo8MRfOpYPwAq/VwrNyHyLFiGwXqliVqTZmI+N5lDuqLiqCNb/tCBXuxJBREQOeQb6paC2oVb5F9YLePschm8M6+oGRayzjzfRCqIJy6lkXNkw61YLjahGhbOr5TxJ68uoqGZIKAmTC7z1hfxYbwn6M3oLhUVvDZfaCtYCAEEZ//aNp39XSoqXlFSVnQs5BuQeBbxgAjTJnh+Oocra1WslZu4bxednZ7NNTwp5+Z+q27a3kLdy6AFMN/ieOwTOQgcLT5TYRlNp8niHpumbmE8FcTuZACHBsNYKirerGOxoTtu3AQhmaoKLq9Vcf94winm6Ps1NOqku5BvODJVBhzLeMSBu92ZKp1dLSs6zq9UvEJlIOpDT0gCy244ErcybQzDYKKXzt27RcdCvoF8TUVDM1FTnXxghp7rl9dreGOhiLNLZZQVA1GfgIZmIlfXMZ2ptZ2zPEeZ3vA2yq2lguLMxDMYjfuxvzeEiVQQU5k66hq9ToKOs/K+vpB3jtRUqkZYdoozQgg1GWMZet5XmuhxFBad1O0uo+1eSu5Mfr6u4aWZAvojPvRHZIwl/FgqNLw4JleWvlZRYNo2RuJ+jPcE8LFDfVuky6ph4ZW5Ip6+msWF1YonYddMC4sFGk/myplduAXr6aUSzi2XsVSkucS7kgHEAyJqqoF9fdTI7fBQBOsVtc2LIOITkHJm0gWONn3chohpEfSFZfAcg6lMHcWGjvWyM4du03n1pm5B5KnxlcvMFxs6on4BfRHZ25dRnwCeZcExDNJVFVccD4fVchPJIJXUSzzbxsoTQov8uF/EQFTGhdUKsi1jJzzHIlNTkXGM3TY30bZDt9Dt4i2HZtLcN4Zh8K8/fRD/1w8fB+fcbH7l8Sv48IEU/t49w9d/oS6+p/CPHtqF+3bF8djZNfyXp6bv9OZ00cX3PAihks/jw1EYFgGx6WI96hfwkQO9nmyP5yjjcm6l4i1GAZrnOZqkc1YAqAyPaTfoaWVHrqRrkHgO2ZoG0yKwQXD3SAymbXvFACEEL0zncHG1goGo3MbYEQJMZmpYKmzMMXMsA0U3IXAsdiUDEDjqSKo7s3mLhQaupumMbqaqYb1MWYO6ZiIsUwMX3ilcAMoCnl0uo6qaqKsmRuN+HOgLo66Z3iLOsgk4hkpRXZfVU4slnF0uo6lbGEtSY6VcjRYgmmOgVW1SCet4TwD37YojLF9bhJepqjBMygK58XyE0FGhfX1BZza47BWXI3E/TJvghakcrqSrCIg8dMv22Ou6ZiIg8Tg+HIXfmQ8ejvsxGPVvKfrCTlaoX+QQ9YuYy9MCMVvTkKlqKCkGeI6FLHBewyDiE5AIti9Wx3sCiPgEfOtiGhE/zStdcHJfVcNyZPH0HHFnEhWdMsS5mubNVhJsuA2bNmXugy1zkvGAhLpGi866ZkLgGDwwngDLsshUNUgCi5NjMfSGJW++0S2i3ded6A1hX1+ojY185moWL820SyqbukXdrEMyXpsreg2QmmpiqahgLteg888xKtF1c2hddrWqGhiM+nD3SAxRv4BCXQPjxOQQQhB1rq+VUhN15zxcKze3zBZXHUl0zE/njqmrOZ0j100bz1zJYqmo4OJqBXWtvZGhmRZemsljxZmXvGskBt2Z0y40dBwcCOPkaMzbdjdCZizhx65kAHudArWqmm05zzzHYF9fCEsFxTMnbQXjXDcMw2Aw5kdR0THpzIYvFxWcXS7j0tpGPrQLRTdRVU3MO8VZXTPx7Ytp2jghQF9YgixwONgf6ihJNywbmmnBciQi7jkg8xz6IzLuHoliIOrDQoEeP/eacu9f6Qp1Nh6O+73zfrMZlWnZ6AvLGI77PcaYZRnMZukxceduW1nc1xZKqDQNjCeD1PG6qGC9osK0bNRVE8vFJvwCj8ODEeSdY0Fa/h+gMWzjqSBU04Kim15xnqmpHvPq7UfDAgFton3fRI8T1UbvYQf6wwjJPAzLRjIoYSDq8z5jpqbhwmoFJcVAzC9ixFEHlBUDTYMy/6ZNEGhhdJ+fzmEyXcPVTA0jsQAknkOutuF14Da7dvcEwLEM9vZ2ji/bjK50uYu3HD/352dxdb2Gb/3zh70LyLBs/PxfnEVA4vHV7z/alaZ2sQUMw+D3fvwEPvzrz+HbF9fxJcdpsosuurgzsAlgmBYurJYxk61jNlfHUNyHkCxgf38YxYaOZ65mvJnEmF/AUqEBnxMTcfdIDHP5OqqqgUJDh6Jz2NMTxNV0DWOJAEIy3xbsWGroyFZVnBiNIVfTUKjr6Av7HLMbFo8eHwQArJQoC3Z0KIp8XfMWwgCwK+HHYEzGirNNPMtulRBaBEMxP4ZifhpZQWiua19YxkEnG9ctVtyZtJlsHacWS+iPyPCLHJ6dzNLCyWGOOJbxsjFtAk+yqegmrqzXMBDxYTDqA8PAi3LJ1zU6z9c0EJCo5PXyWhVRn4CQLFw3SzcWEBFyGgDurK678BQ4Or9r2wRPXc5A4FkndskGyzKI+QXPcKemmQj5BBACXFmvYqFAF5oXV2kRfmI0BpFrlwBTYzFqZKUaFj56sA+6SRktjmXgEziIDnsKULOmqmpCN224xMxqmRZqg1Hq/JpwYqZifgErJcpGugZVp5dKYBkGfREZ+/tCGIr5sFJqYqmo4NxKGVPpOk6MRuk+sGnW857eIASORcwvQjfpQr3U0LFYVHBoIIxUSEYyIGGlpODCSgXjqSCGYhuGZe4qhWeZbU2uAhI19WrFRG8IC4UG0tUmjg3FsFCkDZCgY55UaRqYztQwEJGxtzeI1+eLkHi2bXa04Tj4ug0SlnHiaQDs7gnAJsCB/jCurleRrWlYr6heM4Jh6HnX1C0vlmiiN4SGboJhGFxao3FfJ0bjmM7WKBu+6Vx74lIGhND5V/eTcyyDoZgfIZmHLHBIBCWvYXXPWBy9YRlrZcpKggAiz6IvLMNqjZRxRgjcOerNGIjKnhzWtGwsFhTP4GraaSSphoW5XAPjPTTqaF9vCDzHIuITvOaAYdHM2tVyExYh8Nkczi6XYThGSq2gCpE6cnXNa2i5zYKgzGOiN0jZRUehcHQoskXWfmw4ioDEeW7jhYa2JTaR51js7Q3iyFAEa+UmZW8BDEZ9CPt4KJqJS+sbM7oEgCywYEBN23pCEvoiPvRFCFbLKvJ1zbvnVFXDazrcMxoDIfRFFN3ExbUKcjUN1aaB6Wzda5Q8si+F00slMKDX52KhgYGI7I2luA2HiqJjPt/AoYGwN/Lh+je4oyhnl8oQWNpwKzQAx7QammmjV+Qxk63DsgkkgUWrJ53rts1ywN7eIESObTOtiziGg5880o9qtT17ezt0V41dvOX4qYd3Y72stnWJfuvpGZxfqeD3fvyEl/3VRRebEfWL+L2fOIEf/r1X8XN/fhYP7UngHzx4/ViVLrro4vbDJgTrVc3LuHRncy2bFncsA0hOQeMXOcQDIlSTSt0AypCcW654s6GGbeNquuZJD90MUReZqor5fAMCx8IncsjXNSzkG3hkfwoXVyvI1lT0BCXk67onLWzLZSRUqtzqLio6C1fTonE9ssC1RWwcH46ioZlYdJgShqGsmaJb6I/4QAjNzPSLHHpCEqJ+AfGAiEMD1IH0b8+vYSpT9ySxALBe2WCURY7FaNyPTx/rR294I2HANVzhORbrFRX37YpDcYprV17tF7k2F+rNEFgW6aqK1TJ1OQ5IPJq6hYIjt9RNmmfsftq6ZiIo8Xhkfy98Iodzy2X0hCRIPItDzkzmQqGB5WITNdVAUOah1ekid/NsNDWXIbi8VsHhgQiCMu/JmIst5kve4zkGvSEJxZZFbEDkkK6omMzUcLA/jKZhQeZpYVrXTERkATzLYK6o4ORoHHXNAM/SAns47kcqJHsxNq5jLUDjagIih8l0DfftSuBAfwh/8soiGIYy0XtSQbAMg2xN9VjzpmFBdxhjtxHvFjM8y6JJLExn6ugJSdBMCxJPz/dsTfOOeyvoXDJBf1TGuiOH51gGHzvUh8VCA4puYaWkYigmewZDIsdivCeI2VwdF1bK6AtT922WDeKlmbx3/TEMA46hx4BlGUz00qxmyyZeBNdMto54QMJQzAcCKlfdkwoiKAkoNDT4BR57e4PI1lREfIJX4Lk4OhhBxCdgLl/HSqmJdFVFIiAiKPO4uFpBzGlKjKcCCIgCekISLqxWMJOto6rS+WoaEdSeqqEYFh6/sI57d8W3TdxwGc1La7ToEwUWNc3E/r6Qk8vLeEW/zHOwCGkrbhiGgcgz2JUMoK4aWCo0IAt0tt4n8J5D/HDcj4iPjjaYFsG9u+LgWAazubrXNGi9v9RU08uj3szWEkLw5KUM9qSCEDgGl9aq0Azby5AFqG+BadsoKzoGoz4sFRUwDBCSeVxJV+nxbJnRlQUO947FvetbN22MJQIoNCjDX2zoKDZ0nFkuOfsNmOgNIiDzXnPBsgnWy02Mp0LIVlXPNR+g/guaY0IlcAwiPhGEMCCgEVrz+QYU3URA4rArGcCV9SpsQu+Z01lHSu6MTvSEJOztCyEo80hXmzAsG36Rx2CU+hMEHXWMq+ZhGMZj5WN+AS9N5/HI/l7s7Q3RqKVcHZPpGnSLjgs8OJ7Ady/vLJmjK13u4i3BX7yxjP/xwhwA4O6RGD51tN/72yuzBfzXp6fxwyeH8LFDfXdqE7t4l+DEaBy/8NF9+M7lDH7l8attERJddNHF2wdCgF1JPx7ak8SJ0RiahgWbEORqGp6bpM68EZ+AI4MR7E4GEJB43DOaQFkxcH6lglOLJcQDVMZ2cCDszHExGE348eGDvWBZuqhysd+RhV5epw7HayUVD00kkaurWMg38OpcEYTQhRHLAP/3ywtYKmzEVRAQzOYUvL5Q8hg4iWcxm6tjudTE1XQNmmnBsAiWCgpemS1QcyiJRzIoIRmUKIttUcMtyYm0ObdSAcMw+NIHJyDxHFiGyotdo6qgxGMsGYDQkumxXKTyW55jkQxJ3qyyiw/s7cGhgTD29bpRLBw+uD+FgYgPik630S3itoNf5LxFq+6YKdVUE5LAIRWihchEbxCfOEy/dz3WSmDBMlRuWFJ0+AQOL88VsFRUkApJMCwLE71BjCUCCMs88nUdhUZ7NBDPsbRAHoggFZZwZqmEU4slnFooYbmooKFRme60w7ZnqirSVWoe5KJ15s7NEo35ReiWjYGID8mQBEmgrOBowgdZ4MBzDOZydeRrGobjfgw4eZ+pkNxWrNVUKl9tGqZzbgDrFRUiT5k/zbTwymwB0xkac3P3SAwsgFOLJehOxAzLwIkkUp0CkxYTxYbhNX+2w4H+EI4MRVHXDGjO/GuhruGJS2nHtCqMjxzqRbqqerPb5abuGQyJPIu5fB1nV8peU4jWLvS8ns838Np8EaZlew7BDCibbdsEhwcieHA8QT+7UxQyDOM4S/uQCEpgGQY1lX6WzSq7sWTAcVenv18rqSg0dNSdBo1f4MA4+3kqW3OiiCqoqqZzDpGOM+YCx+LwYKQtg9UFIQRzuTqms/ScGU34cbA/jJGY33G1NhCQePhFHgHHVXw8FfRIFUU3MZutQzdtEEKc42/harqGUoM2x+byDdRUgxZ4znG5aySKhyaSODYc9Rzl3WJztdTEy440/SceGMOeVBArJcXL2naxXqHHkTYngjjQH0aurrUpAXJ1Da/OFfDcVA5LBcXL7DVsGwv5Br5zOUMVF857G5aNs8tllBUd55bLuLxewUy2htVy02kqBT2H+yODERwbjsK0CAzT9mKkJJ6ODiQCIiSHhY87Yw77+kIYjvkh8RyuODnJWcfEzybwsoHdpo57vWaqKnqCIgada890RjV8AgtCCPJ1DVfWayCEsvYSz+LoYASaaePSWhVLRVdtwyAeEJEMStjTG8LLs3nMZDeaDH6R82LBDItgYIdRpN1Ct4vbDkIIXpzJ047jJqlGvq7hy392Brt7gvg3nz10h7awi3cb/sn37cYj+3pg22RLJmYXXXTx9oAQAo6h82bFhk5nIgkQ9vE4NhxpY04108b5lQqKioawjwfPUZnjeE8APpHzmArOkYFaDqva+pUhcCx4jvUW0xaxsVZu4vHz61AMaixjEQLVsGHYBA3N9OYa6fZSqd9I3OfJIiWBdRxVWexxFsU055Y4C+sGpjJ19EdkjMTpQsplfAWWxbHhKD5/1yASQRpDc3a5jAurFZxbqeDKetUruifT1EDLhcSz8AkceJaBwLJ44lIaj51d9VgMv8RjNtfAYkGBwLFoGhYurFZgE4J9fSHcMxa7rvrpSroG06bS4g/u70VQoiZAtPAOwiI0s3jZMS4a7wnAtAi+cymN6UwdPoGDaREvEsayCXwi50lobZtgIOrDcNy3Rdqq6paTcUsX5C85zq+VJpVQ5uqa41btmDc1TcT8QhuLV2lSd96QzGM6W6fFdU8A2aqGuVyDGhrVNKcwoW7SAsfAsAhU00ZFMRD2CXj0+CCG4n4nRociJPOIyDSnWeI5DMboOaGbNqqqAZmnM4gCz6DQ0GGDICQL6I/IG5JahhaUK6WmMyMYQiwg4tBAGMPODOK5lTIWC1vzYFmGAccwOLtUQcaRlLrs/FJRASEEPMtgqdhEtkYls9Xmhkv0cNyPB8YTSAYkZGuqN6PrXi/FBs3jJaBs9HKR5g0ruol0VQXLMriSrnoFmW0TrJdVXFgpOzm9dBunMnVcTdfQ3GQAqegmnryUxpIz07uvj+YEzzrmb7GACIZhaOOCUBm6T6TM32DMh/2OQdJaudmWv1xpGhiK+bBcUvD6fLHtPd35ctkpXHuCEnJ1DVNO8ZOuqji7TE3POmUyN3ULi8UGbEKgmTa+eyWDCysVSI5s3y/SOB5FtxwX6g2VgmpYWCs3vcaMe2sL+wSMJOix7glJ4Fj6mVtVIe7nEnkWsYAIlmUwGPVhvCeAq+mqZ1wWlHiMJgI4NhRFIkgd2AmhObOVJp1l1UwbjHOpNQ0LDd2EbhHs7QthVzKIdJUavBoWdUdeKTXR1C3s7gmirpnO+ap4kVYiz+IzRwfoPUY3cXG14jUHpzN18I6RmQvXdVkWODyyL4VEUIJp2WhoJg4PhhEPiLBsgoQzowvQUZBMTcWZpTJqTRMxv4jxngAIqIpENSwvn9gmBPEAbXIEJB7Fho7pbB09TvE9lanhnBPHNhz3Y19fCIcGwugJSTi0KdpoO3Sly13cNrw+X0RfWMZIwo9f/cGjEDi2LS7Itgl+7s/Poqoa+ON/dJ/nmNhFF9cDyzL4//294/jUb76I/9f/OoWffng39veFcN/uxJ3etC66+J4BZYEo0zSfb6AvLMO2Cfwij5F4ACVFx1qZLtSPDEYQ8wtYLjYRlDgcG4rigd0JPDeVRVO3EA/QRePhwQhOLZY8RrDVMZgyAVUcHYqg0jRQVnQsFhSUm4Y3p+XOeYUk3lu8lpSN7R2J+7EnFfRcoXmW3TDDcmBYNkYTAYwmAnhpJg9CCC6sVjAa94OQDSdVgWcwkqDPnUzXcDVNZ8SiPgGLhQbCsoCBqB8swyBT09o+izuja9oEKyUFQzEfQjLNEbZtghenc1ANC4puIV/XMNCki/+r6Ro4lsHuZACmbUM12g1cWnMsB6IyFgqU3Sw0KBvjymgtm2BvKoRsTcP55QoKDR0DUR+ifjr7Gw+I3lxvVTURC4gQeQaLBcVz5w3LPKqqiSODEY81k3gOmjO3regWdNPC81M5HBuOQjUsHB6IgIBA4FgcH45hOkPlh/0R2TMscrFWbkLkWPRHZER8FgIiD9si+Nxdg3htroDL61UMxXzYPxLGG/NFEBD0hmXs6wshGZDw7FQWQzE/VkqUPXcXywBtkowlAghIdFHdH/YhH6NF80KBMlU//fBuxAIixpIBnFsu4317khiI+rx5ZJZhEJJ5xK/h9toXlr0CNiTzbRmgAHB0OIKLzrkYkHiv2L64WsX+/jBG4j5kqio4ls4fuw0FkWORCsmYzzVwZV2nbK0jXeZZFneNRLE7GcRCoQHTIig0dGiGjd09Qcxka3h9oYjhmN8pnGmBLPEMGIbOqqZCMt43kcTuZABFRd/SyHh2ModKU4dq2F6kjiyw6An5vbUc6zDcimEhXWni5FgcKyUqA+ZZ+j0uOMZMLmxCGyscw2yRSwPAYMyHsSQtLJuGhfWKirFkAHtS1Fyt2DC8vOJkkMqlUyEJYVmAZtq4d1eCGkHZ1MjutfkCWJbxRhhyNRXZmga/yEFwnNCvrNcwm61jPBVEsaG3uU1HfAJGnabGdKaG9XITo4kAlWVHfZ778p5UAEFJgGnRsYMXZ/KoNmlslOncTwISj729IYwlAxhLBvDMZBYEdA746FAEUb8AkWfbTMUCIo+ARBnVmF/AQMQHlgWyVQ3pqoq+sAyWpTL82VwdUb8A1bRBsNEA5FgG51bKSFdVaKbtOcvvSQVxcbUCnqPKj9lsAzG/6MizGa/YLysGFosKeoKSN4NvWjaI03Vxc8BjjrRdbtKRC5eNvX9XAkuOqdnhgTCq6lamn2OB8Z4g8nUNtebG32/Gp6XL6HZxW9DQTPzjP34Tv/HdKQC0+7PZWOB3npvFC9N5/NvPHsa+TQuNLrq4HqJ+Eb/zY3cjU1Hxq9++ij9+ZfFOb1IXXXzPoKoanowuFaRznJLAehmLLusalHikHKYj5hc9ZlAzaAF3YbWCfF1rM285NBDG+1pklS6ms3WcXS6haVpgGGDZMRvalQhA5jlkayp000KtaXrzp62KS1eueGqxRPNQnfxNgG5zVTU8514XR4ciGHLmCC2nkFgrbxhZAZTt4Tk3m9SPobgPx4ejeHBPAv0RGdmahqhPaGOIWnFoIIwPH+jFB/f3IiDxNCLGYdBMm2Ct3MRo0o+BCI19SQREyDyHuVzDM+Bxsaslli8o8Vgrq1h0DJnSVRWmRWP9XprJOzFDPGxCsCcVREMz4RM4PHp8EKmw5BloDcV8uG9XAgzDYCHXgMiz6A1LHmvZGtPj5hwfHIh4cS2uRFUWOOzqoY7S1ARK8BhIn8ghFZahWzYmUiF8cH8KH9jbg0RQxEJBQUDksVZu4pX5AmSBxVjCj93JACSeRaVpYCzpRyIgesfBJ7K4b1eCFkuEMmpVdaOQvrJWw5pj0FRWdExla+AYpiXWhsFysQnNtMAQOhfKMVSq7jYs3KzZk2NxHOwP48p6FTXVwFq56TlV94ZlRHwC9veFwbHtS2w3U9Ut9GxC8PFDfdQgigGKdR3D8QD6wjIUnc5J8iyDk6NxaKaFmWwde1JBnByNgWMZJ16IgGNpEWQ7s44nx2I4PhxFQOKxWm7CtAgtNjlq7AXAaRL4cM9YAv0RH0I+ynbHAiLGe4Jb8oaPDUdxoC/sNU4yVQ1+kUfUL+LSWoUma4CqNqI+yoTbjjvvhdUKrqRrVOIakjwHXoCyri/N5BH2CTg2HG17z3xdQ6mhe4XhXI6yyQGRQ1O3cHIsjmODERwaCHvNq7BM54vXyk2sV1QvJohlGQzH/Tg5GofIbczUDsX8GI77sVCg8mNXlcJzVIbvxky5txXTsr3zwbSJIwOWvPPdhWbYeOpKBqvlpifPr6oGIj7BmwN374u5mkbPO8AzAqPxPVzbjG5Q4nFyLA6/yKOsGGjolmcG6B6XStPAxdWKF73mmo9p5kahy7LUYXwkFsBEb9Az3JvK1FCo0/0tcix6QvT6sggd3ZjO1lFTDW+u/dwKZdNtQjCVqWMy45qDURO675vogSw4hlwOi70nFUQyJCIkUcd1n8h5cu5CXQPP0uzfl2cLGIj6cP/uBI6P0PPi0hodf5lM12BYNr59cR07QZdS6+KWMJ2p0Ww9icfXfvJe7OvtXMA+P5XDrz85ie+/axA/dHLobd7KLt4rODoUxb/+7CH80t9c3OKc2kUXXbx1eGEqB38wBIYBRIHzmESbEFSaBl6YyeHESBxhn4CwTwAhVPa6vy+M1xeKWC4q3kyYwDFobYPKAod4YCMOx8XB/jCqqoGVUtNjxkbifpQUHemqitfmijAsG2GfAMWwsLhUhthiekgAsGDAcoBmEggsfd/JdA2yQM2t9vYGEeJYXF2nESUHB8IQeQ77+kLwCxwIiCe1FB2W642FIjiWwccP9+Hrry3BsomXAx+WqXsxnXPkPWZsLleHTehCTzdtZGsadjnsBMcy+MiBPvAsi5G4HzahC837xxPIODNymZoKRbe8wtJFq2rKJ3JgnNnNsCxgOOaHbtoISBx6wxIt1IZDCEoCXp7NYz7fwGDMB92kDYxcTUOhoWM07sd8roFFR6Z6pIU1jvkF5OsaMo5XgrtIHYr5IAuUGdYtG3O5OkoKlW8uFhTE/AKem8ohW9XQH5W9wjBTVSFwDEKygPvHk9jbG8LXXlmARWg0UcQvYCGvYCwRQKamQTMs3DUcRVHRoZk2RI7FZLqGXckAjg5FkQpJWC01EfXTvFCXORpJ+HF1nc5msqkgxnuoq2zEJ+DEaAyDMR/OLJewzwihohr4wN4UMrUmzi6Xcd/uBMy6hqWi4hVpAYmDyNH84bpmekWO65zrytRbYVhUXl9XTWrSU1HxdxfWkQrJGIj68OCeJL59cd1rFDQ06t6dCkvYkwo5TLWFjx/uB8vQqCrqiEvN3mxC3zvqF/Ho8UE0NNOTMB8ZjOBjh/ooa0joOcIyQG9YQp9TDLEMg4YjLd08MzsYpecJnP1ZbOgoKzoCEiU1AhIPhqUGTavlpjf3KnK0SZGtadDM9qYSQCX9+/vCHWd0F/INzOVp9NL+/jBGEn70RWT0RWS8Nl/EarEJv9Ru0DbqyIqDEo9QQ8dMro6HJpIAqFz+lbkCJjM16pTM0WaB0yuhjRSBOsQDQCosoeLMxbMMZS0vrFbgl3js7Qt7rt2vOS7ZrQROSTFoERyU6OhAIoDffnaGqjice0K6QmfU3SgwhqHu5ACgm7RBRRUXjHduvblQBMNQ1QUBbeAwDGW+D/aHUdNMnByLgwG9r7w61x515SIsC5AEFmGZGocRQjCRCsEncGjoJliGhWbaKNR1JAISCMsgU1VhWVTS7zLiVbWOK+s1JAIihmM+rJSbnus8w2xkRU9n6ChCxCfAJ1IPhLFEAK/MFiELLAaiPkgCZarDsoCD/WG8PJvHWCLgfSdEfSLShoq6ExG1uyfQ8bNtRpfR7eKm8epcAR/9jefx7YvU+ez4cHRLFxCggd9f+tMz2N8Xxn/4/JFulFAXt4Qfu28Ejx4fwK9/ZxJPXc7g33/zclu4fRdddPHWgWUoy9R08hcJgJAs4J6xOCTBnRukLO6ltSoyVdXLn92TCmJPj2MWs+lroJOrqTsfalh0hpBz4irKig6fyEHiWe/93FiOUIu0jRAg5ONx90jcy291WV+/6BSzjuzSdqJTZrJ1zGRrkHk6etM6M+wuOPf3hbGvN4RslWY8Xlmv4fX5Il6YziHiF0BsYC7fwPmVisf+BCUeIceRlEblVPDti+vebKHAsxB5FopOF4l11cTLM3kMxXz4wL4UHtmfQlDi0TS2Fgsu3pgvIhGQcGI0hoP9YRgWnV02LYKwT4BtE7w0U8AbC0XM5xv4sftGcbg/gm9dXEe6okLiKYOZqareLGYrCCFIhWWMJgJe8W8RAkU3ka9rmM01oBq0aHaLGtWRYmeqKkYTAQScCKO6ZnoyUHdNsFxUYIOeGislBfv7QkiFZGRrKk4tllBtGsjXdSwUFTqXa1jwizx167ap6Y1u2fjwwV6M99AGvLv/wz4BEb8AjmWQr2keQ900LJQaOgIij0f2pyDzHBqqCYvYkHkOYZnHclHB5bUqlosKlooKFgoNBEQB406Tf29vyCuAL6xWqGQ+4feYOLfZwYCykpOZGi6tVTyprsizeHCcFmOr5SbqmomQzKPQ0ME5ct/DgxEcH6ZzpBln5ta0iZMXTI+PZdPrKFejs+MSz0LgacGimzZenMlhrdwEAS2asnUNz0/lPDUEyzCYztaxUFCgW+3fqZpp4emrGaQrtMExEvdD0S0sFRQwYBCWqbt5tWnQ+WKVFiM8xyIRlHD3SAwjcT/SFdWTbtNrihY5a5Umnr6aaXvPQ4MRjCb8uMth9AIih9VyE9PZOkSORbraxGtzBZxaLHnb5cKVLruOvgB13/aLHCKOCR5Ar/ueEDVwkpysW1f18JdvLOPUInUwZhkGBMBoIoDh2AYjXXAiwUxH3tu6v/wC5xWuPEcNmMqKjgknLiniF7C/N4wTozH0hmWIHIN0VcVcrg7DsrFabkI1LM/Ujs632qipJuIBOvdaUnTk6hp004ZpUw+DUkNHX1hGQOLbzK8O9Ifx/r09AGiRXahrOLVYwlyuDkKA6WytjUHmHA8F06ajBx/c14tkSPLm2ql5XshzmG8dz8jWNLyxUIRu2vCJHPb2/v/Ze+/4OK5y//8zbXvVrla9S5aL3B33xHZ6IaFcIJAEAlw6IQm5XPr9Ub6XdrkELh1CCZAQakKAkEriOMWx496LZFtdWpXtfWfO748zM9pVsyTLliyf9+vlly15yzmzszPnOc/zfD42mEQB4UQGmSz1LD/UGYLLIumCazajiEK7ES39UdjNIhwmCQOxNPa0BUAIQZnbjEWlDiwqdcAg8phXNLFkB8voMiZNPJ2FxSDisuoCfO6GBdjUWDjuYz/4213gOOCn71o5aiDMYEwGjuPwtTcvxuGuMO774z4kswquWVjE+nUZjAsAzSZkEIhnkJHTWF7pgkGki9VgPIPOQAKDsTQWl1M7ks5gAm9dWQ5ZIXBZDHjpZB/i6SyMomXE6wJ5NrpQFIJERkaDzwazxKN1MI6OQBzRlAybScS1i4rxl93tUAiB00IzAbk9urJCwOf0lnEcQMDp3o+5lLkscFok7DxNlZz3d4SogEpO4K0FuoV2Iw52hNAeiKPCbVZ7BxO6CumySheyiqL39gJDPbqEUN9QzZ/VKPJIZxXsOjOIUCKDaDKLWJr+6VOD4JVVtHyy2mtBIi3nLd5zWVTqoEJKhJY/tw0mUGg34PRADBxo1i0rJ3Rla6PEo7rQimAiA5dZ0oP+WFrGFfMK8eKJvrzXz8gEx3toFZeWRSOEZvfS2TBCai9dlceCBSUOpLMKVtd6kFYIRI76YkZTWQTjadiMIoKJDMySoJeTH+0Ow+cwwWszIqsQXLeoGDzHIZGR8frpQZz0R1FVYKEl2oEEytxmFDmMaCiyw+cw4ZXmflgNdEMhlspi6/E+dATiWFnlRiSRQZnLDJ7jcLAzhBKnGTwHhBMZnOqPISMTvHF5Kaq9Vjgtkp71t6gl1NcuKkZA9Vf1OYwjNmqGziOzXm2ktW8ZBB4ZWYFRElDtsWDnmQEkMwoEnsOGei9eae7Hqy39aCpzotRlRutAHIQARXZjXvDkshgQT4fR4o/qXr5UyVa1zFIUcOCQzMjwh5NQShyoLLAglVEwwAGZLNEzcbJCYDUIsJsk7DjYjXI39XSu9dLgSRJ4xNNZiDzdgDnSFQYPDmbDkI2X3SyixmtFRg0oBZ6j9jmcBBcPFDqMal+qjGqPFZLAIxhP55SL0+94OJmBQeDhUlsdNCSBh1fNiAJAPE17P11mCVUeS54Ylz+SRLHTpAdPS8tdqHBbcM2iIgB03bCo1IGuYBJvWVGGAx0hfR4cRzdkWvpiyCoK7EYJoUQaCqGCV4tKHQBHx1NgNeStY712I6q9VrjMUl6perHThMYiOp+2gQT2tgcwEE1DVmh5uCTwNNNbSH2h6302HOuOIJWl7R1NpQ4sr3BRZe+cc81pltDcFwEIzaxSH2MB/dE0OoMJlKh93c19URztDiOezure2pJ6jAHgWE9Y36xKZ6mX9sISB3acHoTNKCCWljEQS6PBaoOiVilo17+A2hO9oJgGnPU+G1Wv1wQFFYK0TM9Fs4Fm/O0mKox30h/F0goX4mkqtFXmotdPDZ6jmyYcOFwxrxCdwQQ6A0Pibnn93WN4WQ+HZXQZk+JXr5zGtd/ZhnAyA4Hn8IErascUlVIUgv/88wGc6I3gB+9coff3MBjnitUo4qfvWklLAQutI3p7GAzG+YHnaAlZgdUAp1mEotDsbUANsJxqfx7PcXBZJJgkHkZRAFGVWAeiNNug9Y4NvS5dROUudNMy9dmlpaEiesMpdATiKHOZIPK01JaA9oTJMvV6zOT03GYVBemMgtdODejloFpGMStT/0rN0iOlZrAWlzmxuNwJk8TDYhDzAm+tdDmezkLgOdT7bPA5aNnpquoCrK0tQCiR0csFC+3GEQEpx3FYVuFCg8+GxeVOWAwiUllZ7/2LpGiw2+CjKrVaibg/ksSJ3iha+mJ5WZpcCqxG9EVS2NsWRFcoiRIntYxp64/jcFdIXagbwRGgxmtFOEF7Bm9aUgK7WQLP01LWCrcZw99Cy+QDwImeiD6GygILihwm3Li4BNUeCwZy1G8NIo8yl5kGs2pmaG1tAZrKnLSnkFD7Hq2MeXOjD5UFFpzqj4HngJdO9mPbyT54bUY0ltjR4LOB42jP9MpqN1ZWFujHV+CBDfVemA28bl3EgWbuCSE42h3GYCyFhKrK7Y8kkZap76fNKILjqKBPKivDJNIAVyG0r9VqFGGRBFQUWLBlvg8Ok4ST/ggOdVJP6M5gQvdKLrQb4bFpljT0OGgBQoHFALuJ9u8uLHHAYqBZqyXlLpgkAZFkFo1FdlR7LIimsjBKPDiOQyIt42/7u9Dsj6LBZ8PKareeaQMwlJ1UM7oVBRZcu6gY8XQWh7tCcKuqtqVuM1xmSRVYU1BoN2FVpRsVqjAar/YsV3msiCSzePZIL7Ye9wOg1jOrawr0/tLBWBocqDjX/o4Q+iK0795rN0BSFdZ5cMjKBEe7I3i1pR8DsRRcFkNej248I+Plk/0wSQJWVLrzWhdaB2IIJzL6Z+xXv+9uiwGRZBaXVXuwtMKFpjIHLq8vVL8DBlgNIuIZWQ9ONep9dlwxr1BvkwDUzTA1i2mWeHitRjjMEuwmWm2wqNSp9/ZnVLXh3GuU1h/L81zepkQ4mcXWE34E4hldWT0tK+r1kX4OkWQG4UQar7b0o0ftH9cg4NRNOk6fv9MswW2lVQkOs4RwMoMihxHzihzY0ugDQEvHj/WEEYilUVdo04NcALqIFgCsrfWgxmvFghLaHw/QTKz2/TAIPEpd1KJLO8+OdIWpyJTFgMYiO14/M6iL/J3sjaJZ7dGVCUG5y4zNjYWQ1HM/lMiAEHoeuS0GeG30DzjoOgm94SQOdYUgCZyuwF3mMuufwf72YJ6NU0dwpLr5aLBAlzEpLqsuwJZGX56NxFh865njeOJANz534wK9R4LBmC7qCm34zq3LcKQ7gv/66yE8f7QXj+3tmOlhMRhzGo6jiqUrqwrgshiQkWnWdXvLgC5UomUvzZKAhSVOdAUT2HayD7vODOq9iPzwAFD9e7i9UL3PhtP9MbzeShc+MqH5yMFoGjtO04DSYRLRF01hf0coz2ZEVkvubCZRV4Q1CDz8aiDU0hdDXBWBOtARwo5TA0hnNesMp2r3QV+jrtCmLzhb/DG0DcZQ47WiN5xEIi2jzGWmVigSD4skIq2W1mqL4uM9Ed2KxWs36srJhzpDeOF4HzY0FMJlMaDYYcKW+T7wPIemMifqCmmZY18khXlFdrqJwI9+/+XVDLHdRP18a9XnigL1KjaKPOYV2VBTaAMH4HBXOC8wDcQyesDS4o/kvbbXZgTPcyh1mXDSH9WPc5nLjLeurEChnZY0a4F5iz+K3a0BPHWoG2f6Yzjdp/mCEtR6rQgnsroNjzYdg8jDYhBgN4p5mfgXjvtR6jLDYZZgM4lYWeVGscOkKwgf6QqjK5CE12ZEMqOAgPYMr6srwIISBziOw8JSJzoDCSiE4PKGQqoWy/HgedpbubTchZa+KDoCCUTTWZQ4TUikZdofnsigJ5zEq8396AomsKctgBZ/FDYjDQ7TWQXpLP2c01lFzzRp50uB1YDVNQVYVOqArNANFp6n6rWvtPSjxmvFdYuKsazCRUW7rAbdDxigmeEGnw3BeBrbTw3AIFB1YC1A0L5LslrCn/s8syQinVWo93WlW+8P1ZR0RZGHz2HSS8CHo2XbLAaqaq7NiVp5ZRFLyvpmgMhziCRpJcKhzhDaBuMQeeoxbTdJuphbLiaRx5IKF+xqAJ27v3KiN4JAPK3PqcJtRmORHR6bQf3+RiHwVPl7udpXW+oyw201YE01Pd7HuofO44EoFUobru7Mc/Tcqy20ocxtxrIKJ963oQZeu1H/rnEch1A8g2M9EV0ci46XYHdrQFfK1kir4ncmiUedz4pqjxWJdBY8Dz3TeqI3ih2nB+n3rS+KSGLIJzudpfZGw/2ZD3eGkZWpTVhrfxwHOkJo6YvCY6M2Vx6bAauqC7C80o2mMiduXlIKgOqb5F43qAc13cwrc1sgKzTbv6amQL/Gh+K0ckcTOYukqLWRQaTX1BqvFRxHRaIKrAa9P1pR6HU8kZb1z/NMfwwBtZJDEniUuSyo8lhxoD2ELrXs3GoQUeQwwW0xYFlO8kJ7jUK7ETbTUGKtsmBiPbqsdJlxVn7x8mmEEhncd808NJU58+wMxuJ3O9rw460tePe6Kvz7xpoLMErGpcg1C4tw79UN+O5zJ7G/Iwi7ScIbl5aNuRBkMBjnBgea2egMUEuWrKLAYhDV4BV6OaWoigR5bEbU+WzwWKmab7HTBKMogOcyea87WkZX4Dk4zZIawMhYUEJ7avujKZgMAs3cpLPg1YVZRYEFZkkcUjCWCRxmEaUuO14+2YfuELXTsBhFSFkFC0oMuk2OqJbXnfBH0OyPodpjgQyC9sGE3r+oUe2lojjxlIxoSkZ/JIUXjvvBgWYlk+oitV0hWFbhgsDRckVN9IbnOISTGbx4vA9uiwEeq0EPMjg1u9QXSaEvksKCEjsV4yl2UL9MVThqWYVLF8ACgJdP0oxZlYcuPhuKbBiMppGVFUiq/RPPA9kswamBKLpDSdy+tjLPx1ZUxXn8kRT6h1n/iAIVP3KaJSgKtc4xqn3MA1EqNHSsJ4x4WkaR0aQvTqmgTQoCz6Gp1AGjSLOUksjlKCbTpWizf8gOpT+SwpuXl+NwZwg94SS2twwgEEsjkZFxoCMEoZKDxSDCIFD17yxR4A8nEYpnIAgcjKIAq5H2JXMcfQ+P3QizQUAyI+vnTDSVQSSZxfxiO5rKihGIp5HKyIilZBhFHotKHGgsduCkP4qg2g8J0A0Tu0mEQeRR4x36HA51hVDtsaJYLY3WPm/tOKeyCs6oAf6711XBYhB1jQmTJKDQTrPw8bSMQIx+RwwijwUlDkRTWd0/VuA5vTR+SKxIoZnpSBKtA3EsLae6Ka0DtN/65eZ+9IZTaCwmyKg9zU8coOJXZlXhdyySGRnPHO5BMivTclkz7YHV7HSs6uZENJmFUeARS8uIpjJwWSS4LAbML3agxmvFH15vQ0tfDEvLnTQLKvA41RdFNJnBQCyNy9SAtSNABcgq3BZ9w0MmBGcGYkhlZVgNAoLxNEIJDq0DMVR7rLh2YTGeOUI1Y3iew2Aso29kafMHgJuaSvLmlptFjqWytE/XJCKSyMIfTaLGY4WsKLAYBdT7bJByAuWwGpxqGwcaHMfBYRIh8jz2ttOqhXK3BSLP4URvBImMjAKrAfOLHCgvMONwVxgCD6TUKt6MqpZuyHmvgWgKGVmByyyhzGVGvc+GRIZ6SyczCpIZGT2hJHpCCZSpnrY8z+GNy8pGfJ7tg3GkMgq6w1RwbX6xHYc6Q/Co6s2EEN1uic4HuHK+D1uP+yFwHJZUOGGRBATjdBPoxsUlekm3Qgj8kSRebw1giRovzCuyg4BW/siKgsFYCvvbg6hwW2i5O6itkiRwONITweUNhfo4d50ZhMdq0H16JwvL6DLOyul+Ks4x0Xr4F4778V+PH8LVC3z44s2LmPgU47xy95UNuGZhEVr8Udx7VQMLchmM84jmh9jcF0UgnoY/nIIkcChUs5Ttg0O+q1ajiL5wEjajiI0NXlSrGdBgPD1KSS/9O/c2Qwjt3yt2GrGxwau3yaSyCgSOw5b5PnDgEE9n4bEa4LMb8xahWYXo6p+JjIz2QBzHeyO4ZmER3FYDLAbqY8pzHHx2ExaWOgBCMBBLQVZXv+Fkhirp5gzXbqK+ua+fGcTbVpbjLSvLEVa9fQHginleNPhsesYDAHx2Izyauiqgi3MtqXBiZZUb21sGEE5kEEtlcbo/hv5oCqf6h6yEBJ7D+jovnGbqzckNaxIdiNEArKmM9oeGE1m0DcaRVS1esrICECCSogvzREbWrUw0rOrxTWRk3dJDg9rXAEe7I+B5muFrLKbvdWaAijUNxtLwh5PgOaouvayCeicvKnPqloPa+80rsmNxmRNLyp1wmOn7HusJwx9Oodxths9uQjSZxfxiB9bXeZHMyDAZBGyaVwi3xYBdZwJoH4zrYlBmScTrZwaxryOIM/0xxFJZPH+0F3vbg0hkZPSGkyiyG5GRFbx+ZhD+SBIcxyGektE6EMe2E/3oCSdR6jIjqwDNfRGIAg+vw4hwMoM1NQVYX+eFWRJQqGa3R/P/rCqwoMQ1pGKce24DgF0VJQPo96PUZcYrzf14+nAPTvVFYVLtnkqcJl3FV7PoshpoeXP7YEItXR6W0VXo2ZWVCaLJLAgIKtxmLC5z6sq+PD+0GWU3iShyGHG8R82cjnPrTKRlKKrtEgBwBPBYDWgqo2XYmoicVfWzLnWZ4LObqMVXMotUVoZB5HHD4hIU2o265Y6sUAuwZj8tyX9FtcWxGqgvLccNvWcsJSOZpudticsMcHTDpanMib5ICmaDgMNdYZzqo0rA3aEEFpUOJWYai+0ocpggDsvopmUFWVnB7tYAjvVEsL1lAP882I32QBzBeAYEwLNHenG0OwKnWcqraPTajKj32aiVWM7x89qM2Nzo0zdWALphUWClwlyD0TScZgnlBWb0R2nW2moYKjMWeA4rqtz656b9TutNjiQzMBsEVHqsWFLhRJ8qBue2GmCWRESS+RuJwzncFaI9+h6rvhFy4+ISPZhMZGQE4xl9E4XDUIl8X5S2R6hFDKjxWuGyGJBShfJkhaDQbsT8YrveU2s20PvGqf4YklkZPeEUsgpBgc2gV7cohGoqNPhsQ/3tIg+rFkDnWH1NBhboMkZlx6kBnO6nJ/8Xb16EH962YkIBxKHOED728B4sKnXge+9cPsJLl8GYbniew/1vX4pqrxWf+OM+nO6P4utPHtVtARgMxvRhM4mwGkWsq/Wg2GlCLJ0FB8AfTiKdVVBgM+j9t24LVbpNZmiG83R/DPvaqb/r8EW1Fvge6wnrv1MI7f0KxjN5AVmhuvjriyRBQAVpFAKkMjKyORYmsqIgKxNsPd4HfyQFs0RVnH122lPaH6V2NZIqFgQAdjO1thhO7nhjqSwkgUdDkQ0VBRbUem1YV+vBqmqajTJJ9BgVqME0ncvQIo2WGAtYUOLAmf4YXjs1QO+VHA3iY+ksKgsseMOSUv24pLMKXmnux4neCFJZZcTx21DvxZb5PtSrvb294SSWqr2fg6pyqbaJ4DbTMkMtsNbQenSrPJYRgTTPDZUYR5PUt1hb8C8uc2JjgxdFDpPaz6f1zXLwOWg/dTSV1fv5tGMwGE/jQEcI3UFaunhjUwmqvRa0+KNIZmXsOD2Aw90huFVxoesXFcNiEOGPJLGuzoN6Hy0ntxmp+NSqqgIU2o0QBQ6DMRpIaYquzf4oukMpNKs+xFfOLwKn/r/XZkAqS7NMqaysZuJoBtttlhBX+xYL7UasqfHoWd3BGM2YdwYTaFdtdzw2o+6rqgWguZlSQS3HX1zmhEWi/dkLSx2qYNXQIv7Ny8tx81JadhpNZfGPA1043R/DghIHlle6IKhiVMBQAKJlL0tdZmyZ70MokcGu1gA8NiPcVppVdZsNeultgdWIZRUuVHssap/y2Os1h1nC6poC/bsdU8WECKFl/wH1eNtUX+gSpxkGkQcHDsd7afDY0hfVA7ce1Z4qls7ieE8EPAcEYkM980T9zLTPEaCVJARU2C0QT2NllRvXLSrG9U3FuEJVE/bZjXBbDPrGj7aJAlC19LWjiFaWqiJlXpuBZoYXFaPYQTcallXQY11baIUocGoGd+hzshhEGvzyXN7nnBuP5X6uZoOAcrcZd6ytQl2hFSaRx/xiOy5vKMz7TqeyVK1cU8wGqBjZmpoCxNIyjKKAvkgKHqsBLrMBxQ56XJMZGSf9Eb0aYCw2N/pQ7rag0G7EhnovDAIPSeDzBNQq3GZdNZrjgP0dQQxE6XtubvTh5ZN9ONJNr9fbWwb0jTmZEBhFAQ0+uz6naDKLrEywsMQBq0HbCDFClqmXMAB0h5I42BmCWRR0sbAihwnzSxzgeQ772oPoHqauPRFYoMsYQTIj4+OP7MW3nj4GgO74TiQr2+yP4M5f7kSB1YCf37lqTJEqBmO6sZsk/Ozdq5DKKnjvr17Hg6+cwUvNfWd/IoPBmBQ29bpuN0lDGSsA208N4IXjfjhMkp65tKgls+2Dcbx+ZhAHOoIodZlRV2jDRDbmeQ5oLLKjI5BAR44ICQHNaLxwvA8gdHF9pj+GQ11hPVMEQPfxtKiZsFKnCV6bAc8d6cWZfqpE7FAXqUe6aI9uXySF/mgKhBBsqPfmjGXoHtgVTODMQEy3GTGofY5aGTQHKrASS2WxuMwJh0nCka6wXrKql2IqBOmsglAigyb1cQVWA25fU6VnOXKPRTSVhddGs5K5JZkAFTrSvD41L0otO2M3iWgoskMSaLnv8ko3LAYBx3siuj8xQHtGe8MpZGWSZwFDx0xFcapUW5kTvTSzq83fJAlYVOrQNwlO9dEe3VRW1oXA+JzgmQP0Hl2t745XM74OswRJ4LG8wo10VsETB7vhsRngshhQ5DBhdU0BCiwGmCQBGVnBgY4QukIJGCXqQ1zutqDEacLGBi/esKQUZnVsWvBzhVoWyXH0Pas8ViwqdaAjkIA/nEIsnYXZIEBWCJrVPu7uUBIvHPeD54cy3z67Sfez1TYRtHL+3M85PwAi6I+kkFUUvNTch2Z/FCVOM25YXJLnw5pSzwvt+C4qdSKVpcJqGVnJ+/7kJhRS2SEFW6MowG0x4EhXGKmMjGqvBaIwlAkW1dLh2kKb3s89FgLPwWIQ9IRHIpOlZfEC/ey1Sop4WkYontEtf0pdJtU/VdSPwxUNXj3TapEENBTZYJJob7JWxmoUeSjqcdAOX6nThEWlTiwrd2IgmsaRzjBEnm4aaSW+hXYa1G+eR/uwtQ0IgJZ0B9Xrw9ULivTfV7gt4HkOdYV2vG9jDeYXO7Cm1oMih0k/tk2lLhTZaX96buo2dwMud5VMcoLh3J5egKA7lERaVhCIZ/BKywAiySz+dawX0ZwsbDItYyCa1i3UNI50UyG4fe0B3Y6J52ilzeIyJ9wWg+4LPR5U/ItWXGgq58d7IoiptdOiwKMnnMypWqCVAj2qIKDTLGFBsQMmScD+jiAqCsyoVlsphnrUh879gVganaEEzAYBosChyG5CRYEFzWpfPAA4TbQku9RlxtKKoUy8Nvsyt3lUv+WzwSIRhk4m56L1y/dchmrvxBq9AeqVe/vPd0DgOTz8/jXw2U1nfxKDMY3UFdrw49tX4j2/2onVNW5cv6h4pofEYMwp6n02faGbysmcSqIACTSjpGU7DSKPlv4oXFYJm+bR7FJlgQUuC7XW0Bbb48FxHGwmEcUOE1yqyigARBJZgANO99NeWkmgAavDJOpemBppRdGVllNZmuHVgqZ3rq6EJHB48UQfbGqA/pLay1vqyl9U5S5iKwqoFZFMCHhwyMgKnj7co3ux8hyHYCKD1oE49UflaGZCUyDleWoB8/ThHtR4rWqGWrX8URfsPaEk/JEklpS7ANCF58Z6L473RPDU4R4QQC8dJoTg6cM9SMsKLqsuQKnLDKdZwomeCC35lQQ16KWew6ks7UG9eWmRnh3PZSCWRiwVRJ1vKPjRYimv3ah6EgMiz2NfexBdwQSWVrhwpDsCfySFKo+AMpcZJkmAURT0zYflVa68z9ah2gB5rAZVGTkCn8OIREZGLJVFpceCwXgaoUQGrzQPYGGJA2lZweGuEJaWu/TP3G2hgXF3KIlwMgOHSYIo8JB4HqVuM4wij/0dQZQ4Taj32eBW+xA5cEhlZAQTGWxp9MEo8Ygks6gvtCEjK+AFDlZJQLnbgjOqAvDW431oLLajO5REZYEFC0sdeOpQj/45HOkOY0m5EwtzSmZzC9sIAdrVhf271lbB5zAhns5CVkieQm5LXxSD0TSuXlgEo0h7Q5PqcRmMpfMy8cMr5/yRJJr9UayscsNmFHHSH4FJ4tE2GM8THxuMpbCnLaD7uI5G7mtr5fzaOTO/hG7MLCi269eFSFItd83QjRxB4OEwSVhU6kSN14q2gTi2neyH2yLBrAoiOQQq+ra7NaBvmPgjKdT7bDDm9GWaDCIshiw4jkO524xkVkEyq+Bfqj3SyqoCKIrq400I+iKpvCTNdrUs+o3LyvLmpQXJ4WQGhzpDWFTqQH80jd5wUr/GUFtNAY1F9ryNC+07DSDvvbRLECEk71qnKASvnxmk1kIeK7xqOT0HDgaR2voAQErNXjepZf8AvSYUO+hmHbVrk5DMKHQTCrTnvK8/hbaBOMrd47uctKj2Q7JCUOOlvdDHesJ6b69CCMySAKeaEec44Ip5hegKJgCO9s4uKnPiSHcY3aEkyl0W/bqrbfrkWiOVOE3w2Az6JmJXiIq6Vbotem+vzSTCKNFrilb+3z4Yx2unBlBkN2LTPF9exc9EYRldBgB6cXrHz17Dr145DYB+uWzGie2DdIcSuO3nryEjEzz8/jV5AhkMxoVkY4MXX31zE15tGcT/+8cR7GsP4uEdrTM9LAZjTpAb+HlVCxWAiuFcs7AITrOEYz0RvTzUIPCIJrOwGUWsqqZlpW2DcQRi6REZy7EIxtNwWyU9OAHogjsrE8wvtlMf13hGtXXJ9x0FQD03C6xwWyR0hRJ47mgvlle6UagKE4kCD1kmes+syA+V7w0Xl9EwSQKa/VHsOEWVoONpGbJC9AUpx9FjVe+z5WWaNA9Lrd9tUakTVR4rFpc7sbs1iEgyg6xMsL89iI5AHD3DyvTsJgn90RSsRjGv91BWfSsBar0C0CxSbySFjGq7lM7K4EAX4JFkBm2DcSpslTPHGxeXYG2tB8mMrJcFa+SuB7TydS3Ll5EVtPij6I+kEIinQQhw+bxCvHN1JQCgqsCKcrc5r9+Q52jJ6PIKFw50hmhvZT8tU3/v+mq8bVUFAGBpuRNb5vuQysrY2x6Ax2rAwhIHDneF0RlIQBR4NBY7YDWKONkbxcneKFoHYgglMtjW3IenD/egL0qFvUwSzWLvbw/qn1NCFZ564bgfJ3tpae2bV5TDqIozOU0SFEKwoc6LjfVeuCy0AiAYTyOVVfQsPgAIPI+6QjrXXLhhgVGBei6bJAFOs4QDHSE8f8yPM2q7GEArGS6rof7JitpnbRB4hBJUGdszrHczF0Ko8i0hQHmBGSur3Hrgk1tG67EZUeoyY3cr9XgdDS1j2ToQU0uMubxdH0ng884hi0GEy2JAhSo8J3AcQokhUSgtqDnWE0FfNIWsTDPXskLgMIl6P7nLLOkVE9rh40C3gwhosH3lfJ9eWqtlHk/6o9jfEcIzh3qRyMhwW4auWQ0+e17WXEP7jp7spcroLX0xvNrSj9aBuFo9IeOF43046Y/CJPF5JcYFOdclngM2qlUg2lHOyPmlK1rmNZrKotxtRpnLjLhaBZArPBVJZtGkelHnjrPKa4Woin2ZJFF/X+0zqSywwKFaF43Hoc6QXvp+uj8GhRC8cVmZvuGRkRWEk1nwHK8fewB4x+pKLClzYV97ECHVI7nKY0FGUXRrIu11OQxZIxlEei+gVRxqawGh1xKbel+hveO0fUI778wGAR6rQVeCnqhWUC4so8sAQEtxqgoseQqME6EjEMdtD+xAKJHBIx9Yi4aikRcRBuNCcutllTjdH8dPXmzB7rYAYikZ/7aiPM9onMFgTJ7cBZ7LYkCN14rT/THdX7bcbYHDJOr2QpqicCItoyuUQEZWcLwngoUlDjQU2fNUUgHa16f5kWqcGYjThQ5oCW4kmYXTLGEwlkY0mYUocBA4mjmJp7PAsJaZKo8Ff9nTiUgqi+oCK+p9Nr3UtHUgBo/NiI5gHMFEFtcuKkaR3ahngPm8QHfoNRNpqsirVS7ZjCIubyjUg0GOows7g6paqpUycxwHgedAQDO09T4bXjs1gFRWUbOSVF35YGcIS8qdWFVdkDeXVFZGc18MPrsxL5gajKWxod4Lm1HUr3NOi4Trm4rx5MFutA3G0R1KYX2dh2blOA6Ly5yIpWU940uPlRVFDhNkRYHNJCKeUpBVszQ1XiusRlEvnY2lsgjG02gfpFlrl0WCP5JCOJnRezQ10lkFHYEEYilZz1pqx3ZvexDziuyo9VrxBtUKJf+c42A1iFhdUwCbUYTdRDc9KgoseoAn8DQYXFbpROtgDEaRRyyVpV6oHiscJhFtg3H988m1oHKYJX0DIqwGXLmBo9duxNGeCGq8VnhsRlzeUKiL9/SqfaadwQTSWQXvXV+D7nACDvNQ8DP83BF4HtUeC/UXVjcJ5hXZ83pRAeRtBIWTGbx4og8rq9xYWOqA22KAUeRxtDsMhZARgW6Rw4QihwmdwQT2tQWxubEQokDtqrR+SIBuvhQ5TCh3m+GyjF4SalED00OdNJNGKwJo8NXgs+uewRpZRUFWIShzmWFQez5P9UWRzCiwm2hvpjbajkBC3zSaX2xHsdMEk5SBQqB/xmcGYnqwxHE0eCeqMngkmUGpy0x72dXX9NmNVOyLo+dgbqZ6YelQ733eZ6L+UOI0YV2tB5yqku2xGTEQTWF3awDLK92wGoQRAmS5mxiarzAwpB4/vHJFFKhKd0WBBaf7Y0jLCqo8FpS7zTjYEcw/+By1WNK+6wVWg+4fXuoy64rPtK1gaF4tfVS93D5Ome8NTSXoDSfRF6Xib1ovu/Y6onqeui0SIimaRX/9zCBMogCPzYCrFxThmSM9aB2IY1NjIXaeHtSDfi2zm9vXLys0s13jtULkOVQWWFCh2holM1kYRQGdwQQC8TTqC2m7SqmLbo7VFdrQEYjjxRN+yDLBkhzroYnAMrqXOMd7IqqnG4f7b12G65smXu55pj+Gt/9kO0KJDB5+/5oJ2Q4xGBeCT13XiDctK8WhzjBuX1PJglwGYxoYbj+i+WJqmc96nw3zSxz6osliEOC1GTEYT+NQZwjHeyIoU3t0gSFbFI1VqrVILtUeC/yRFPoiSb1UFwCK7Cac8EegEFryeaKXKq1Gc8WVOA4iz6PASgV4BJ5DjdeKpw/3oG0wjoOdIQzG0ihymKAoBK8298MfSSEYz2DxsPtZ7twHYil0BBJ6llngOT1QBeiCl2ZENMVmDoe7wrTsD4AsU2GqZEaGRbVJqSyw4sr5RSh1mXHdouJRN51tRhGrqtyQFaKL7UVTWWw/NYDWAWoXIg/LeIgCD5dFQlOZAwJPg4RkmirgHusJ60qpGiZJQCwloyuYn03mOE4vWY2nZbT0xZCRCVwWA0wSFbK5rNqNet/IXs/FZU6sqHTDZx/KQmpH02oUwQEoHmOTvX0wjn8c6FKDiKGFu0kSIAk8khkZO04NojechEkUUFlgQZHDhGKHCdc3FaO20AqzQcCScvp58jyHK+f71DnRz7Wu0IbVNQXoj6Xzyt4B4Eh3GIQQdAYTePpwD8LJjB7ozVfPR0G1hHKYRRSqVlhjodkD9UdTeKW5H6FEBgVWA25cXJLXLhaKZ/RNH7NBwNJy6rG78/SgqpDM6UGoNIo/LUD76YscRrx+ZhCxlIy6QhuMOfdCbYOq2GEa8x6piZLlfle1rJrbSsuPXRaDninlOU7P7HEcYJJ4zCuyw2qgfbQGgcfGBi9qvVYUOYywGUVdnddukuC2GHCwM4RYKqtnM7m8sRAQ0M9jT2tQ35jQNk7cqg3NLUtLsbqmYMx55X6ftX9WFFjgc5hQaDfqGysAMK/Ihi3zCmEziWgdiI+tTp1TqjtWRpfnOHQGEwgnMjjaHcbO04Poj6bw9OEeXfRMQ7uu5n6lW/qikBWC9sGhio/cfY50VsGKSrdegjwWmh0b/V6akFH78rUxEELQNpjQA3sO9HM/1R+lAa/Eo6nMiWsXFSOUyKDMZUa16qOrZ3Q5Tj/HAMAfTqkbfnSjdGmlC13BBI51R7C7NQCXWUK5y4yGItuo15GFJQ68dWUFLhu2AXg2WKB7CZPMyLjzlzvxqT8fmPRzm/0RvP2n25HKKvj9B9fqfUQMxmyA5zl8621LcdV8H776z6P4+74ufP9fJ+EPT16xj8FgUIYHulpgp2WUekJJnOiN6Av9jkACbYNxlLnMuGpBEW5aXIIVlW59UTp8vTiasr/NSG1GbCYxT/W3xGWCwySBAwejyMNtkXQVUw1NbCiTVSDyHNJqL5xRFGCWBNy4uARVat9wjdcCg8hjMJ6CUeR1cR5hlLEWOUxYX+fVF6IZWcHf9ndh6/E+/X0jySxO9kaRUEuGy9xmvaxYVjPKTx/ugcjzKHGaR2Tl2gfj2KeW2A7Nh4NCCNpUcS+Aivlc3lCIjkAcW0/48wL9PW0BBONpmCSBlpHytBcypJY1bp7ny1Ol1eYSTGQQiKVHZKO0j99mFLGgxI4ylwlui4Tnj/nRPhgfodSsIav+u/kZcvrvCrcZlQUWEEJwoCM4IrPpcxhR7DCpJaVDdktn+mPwR6ifbInTBIPA43BXGMdVaytwNFA43hPBztODuHpBETbUe3DL0iElaw60V7o9EIfbYsBV8316yeS6Og8Wlzmxvs6LqxYUoTuYRDIj44VjftiMItbVeTCviJ4jxU4Tqjw0O/Vyc3+ecNpweI5DVzCJ7lAS84sdcJgkxFLZvN5ZAGgdjOkl1kZRQLXXCq/NiBKnGZms5p/L65/LDTnesP5wEttO9MEo8bAaRYQSmRHH1WUxYCCWxj8PdqPZH9VVx3OxGEQ98M/tRdUCGUngIQo8Ns0r1IP+crclL4tqEARaal/mRJnLjJ5wEi+dpH622nlvNYr6cVcIgUnicWYghh2nB/T5aX9r+xDlbrOquE7w+L5OvKp65GZl6iebHmU+wz+H4fRF0jjcFQJAv39dwQSO90QgCVQQymYU0VicX9JPx6X23udUdWvj1I67Js7K88Du1gBebu7HwhIH1tV6YDdRpfdcazQAMIgC5hcPbRxqpe0lThMcJlH/7vLc0DevP0qVxc8mIHu0O4xnDvcgKytoH4xjUK3OSGe1TQoOhXaDnqEGgBVVbgg8B4dJQutAHHWFNqyodKHGa0VlgWWoBDkno6ttNAg8hzpV40EbrdMsocxthtduBM/RjVGXxYB9bUG9r799MI5XWwaQkYmujTBZWKB7CWOSBNz/9qX4rzcsnNTzDnWGcOtPXwMA/OFDa7FgFCsGBmOmkQQeP7x9BS6rLsAn/rgXP3ihGf840D3Tw2IwLlqGx6HaIkbLvKSzClIZRbemc5olvZxNsy853hvRF3/jLcaqPVYsr3AjkVFgknhYDVLe4tRhlnDVgiLIqrBJWqYKxqIwclmzsMQBl4X2two8h7W1Hr0PjOc5dAbi1IPSIqHEacamxkL9uYK+iM3ts+RxqDOk2+VoGT6t3JRXhZYai+wwq8JNXptRVxcmhIDngGUVLpS5zZhXZMPetoB+XPa2BXDSH9FVdzUUhaA/moLDJGKFmv3meS7P19Ock8EKJzLIyNSeJJbMUlVm1be0O0iFm4Z/BmG17260BSXHcbhuUbHamyvCbBD1ObUHhjJdwxW1Kz0WlLrMeYrA2rlkFHlkZaJmvJMj1KSNooClFS70R1N5StDHeiLoDiZVmyc7LEYxr1c5GKfCUVaDiBWVbvRHU1hRWYB5Oe1VBLQMt20gjldb+vPKhX12E2oLbSi006zjFfMKsbHeC5/dBJtJhM9uGnHsTvXH0FhsR6lrbDFOnqOBMUAX/waRR7M/ipeb+/MUgucVUcsZgAaWWs9lJJnRvZC1z5rnubx+ck29GqA9m+vqPKgrzNdOaSp1wGYUUeQw4Uh3OE99W8NhEvXMpJiTNdaD31EyyY3FdjTllAgbJR7BeBr9kaQ+ZoUQnOqPIZLMIJ1VMBhLY3NjIQwCj+a+KOoKbShzmUf0OgNqppTQEuXrm4ohqS0A89V1aOtAHIe7wnj+qH/Ec3PRDleupsyZ/hia/VGc6otiT1sAvaoN2pHuMF462Y+WPnpdG37V0r5/mjJ5zkgxGEvDLAl6dljgOL2/vsxths9hgs1IVdFz+73p2Cx52WOrUcT8Yvq5pbKK/jlQ0Sf6wFKXGR6bQRfuGwtCaH96Rib6htj1TcXw2obOzXK3Rb9+cxy97r1hSSkK7UYc7Q6jL5JCdyiJRaVOJLMyYuo5RMhQRjc3oz4YowJf2gE0iQIsql/y8ko3FEI32hqL7fCqFl02o4hipwk8B8RTcl7P8kRhPbqXIMd7ImgbjOOahUVYn2OfMBFeOO7HXQ/vgctiwMPvXzMpZWYG40JjkgT84s5VuOMXO3G4M4iKgvGVCBkMxjgMW+EVaqWomhCKx4JlFS4MqrvxZW4zKguG7hGn+qI40RuBUaTlxOPlHJxmCZUeC3p300za8gqiL/rMBgHxlAxFIWomQEQ4mUEoAb0/OJddbQH0R9NYXuHSBV8UheBEbwSFdiMCiYwanNHAI1c0Kbc/UCOZkWE1irp9j0USsCVHGIcDzbbZBB4iz+vqvjSrYUeVx0qtejxWPH+sFwZBgC9HlTmaoj669b58zQuFELQPJuAwS7pX62Asjb1tAdR4rVhQ4sizO9nc6MPW434c6Q4jnMjg8nmFUAiBxHNYV+dBOJnR3RY07CYJyypceRnGmpz7vGbpE05k0BtO4nBXGJsbfXCYRHQGR89kRpJZHOsJo9SVY8GkHtCDnWHML7FjZYF7VI9TgJbYbppXmLdovmZhkX7+CDwN4JdXOhBLZ2EUqS8yx9GMsObhXGA16mJIAF3sO80SajxW1BeNbq8TiKWx4/QgLqt2w2MzYt0oKtVdwQQiySwsBhE+u3Fca0WO41DmMsNjNegZuZpCK7pDybzy4Ny5BuJpvNLcj/V1XswrsuuicItK6QZOoc2Yly332ozw2ow43R/DgY4grm8qHhGUizyvWsy4EUpk9MzddYuKcaovht5wEjzP6cFU7tiyysjfaSQzMqLpIUsah0nCmYE40lmC1oEYqjxWVHss6Iuk0NJHFY3PDMQhywRWIz1+p/tjut91RyCRVymQkRX0hlPwR1LoCiZQYDXmCbMVOqgq+OLy8VvpOI7DDU0lkARO36iq8lqwpsYDo0j7aBt8Nryq2v+Aoz2ymv1OLgIPZBX6vR+e0VUIycvUUhsjWpp7qDNE1ZfV79fwqo6eEO2h1fqnS11mBONp/fho78HlZHQJocF+od04rhXPwlIHFpY69KC02R9FKquMKHkeqmjhsPP0IPXGthtRP9+HF0/0IZmRUe42Y+fpQVTppctD3+/cORlFHlaDUa/rNkk80lkFwXgaDrOE7hDd6FpT49E32txW6m3cEYjjlZZ+rId31LLm8WAZ3UuQ+589jq/843De7upE+N2ONrz/17tQW2jDYx9bz4JcxkWB3STht/++GkvKXfjIQ7vx61dP6+riDAZj4gwv9zNJAi6rLsDyiqHe2kqPJU+hN/cpHcEEylxmvSx4vOo67f9cFgmprKKXHQN08SQIHPZ3hKAQKlKVVUvb8l5DfbzWE5xb1gsAx3rCGIimUFdog4Ih79jceeoLvZyxRlNZdIcSuhUQz3MwiYK+2NT8bM/0x7BfFZg53BWGP5LColKH/prRVBY+uwkDsRSc5iHxmMsbCkcEuQANni+rdoMQ6J6wPaEkomo/ozRKNpsQwGOl3pouXXCGHplTfbERPakGdRNCy4yXuy0jWpOSGRlnBuLIKgSlLlo2nJ/NyocDzdDn9thq61+zgR638TYheZ5Te4FzFY5pX2YslcW2k30YiKb0ktq1tR7csaYKb1xWBotB0CsM3MOy1NrcKz1jC3EaRB6lLirs9I8DXSNKgAEaiJskATVeC3iOG5GVHk5XMIGTvVHsOhMAQBW6r2/K78sOxtNo03yGVdVyu0nEnrYAusN0Q8FqFDGvyJ6n1puL2yKh3G3Gi8f7RpRGiwIHRSGQFYICq0E/d0ySgIWlDmyZ76PnMxmaI0CDLXmcQDedze8TNxsEfGxLHRaXO/VNhhKnGY2q+JTDLGFRqQN2swSHmbYixNMyMmoJMjD03UuoP5/qp96rhzrDeqCm4TBJKLQbJySsahD5vHO22GFCsdMEt9WAJeUu2E0SgvE0BJ7DtQuL9f7q4ae5wA+VkPM8/R5kFdqHLysEAsfpvrqC2qPbEYijpS+K1pwsvjDshbUAmeeoqv3VC4rQE04iq9AeZd2fOudpGVnBolLHhIVlOY7TS6PbB+OID7tG5l7/FELQEYhjT1sAhABXzvfhmoVF+Nv+LpS7zahRs+OyQvI2MZvKnKj12hBJZpHIyHpps1ESEEtl0R5I4HBXGHa1TWX48VUUumm1tNyJIsfIjaazwQLdS5Bvv30Zfvf+tSPKJMaCEIJvPX0Mn3vsIDbPK8QfPrSW+eQyLiocJgm/+fc1WF7pwpf+dgTffuYEAqMsWBgMxtiM1tdWqqrHAnRxfqovisZi+6j2dFsafXlKwuOVLmtBqs0ooqLAApHnh3p0U1nEUzLKXWbwHC2HXFXtHvOeVl9oQ12hFRlVBAqgC9JblpaiocgOp1lEhduMQnURlbtw1GLH3LEWWAy4blExCnQrHwVPHurGS2qfIDggmVEwEEujJ5QEIQTVXitclvzy6+eP+SHwHCoKLLqwkMbp/hh2twZGzCWczKIzmMCRLqqCO6/IhusWFY9QaAZoIH+6PwqTJKDEZdbVhRWFQBQ4bKj3jnrMcsc4Wu+m1SCiqdShK6c+c6QH+9qDQ1kl5Acf8XRWD8yHv0e5m4qTpWUFu1tpCeVwFIXgxRN9ONEb0X/X0hdFdygBUeBQ47HCJPF6gKWVBEeSGV0A7IamkhHnm0Jo0H6sJzKmHYvVKGJJuQsD0TRkheClk30jxKa8diPKXCZEUzJO9UfRG6ZzHev07g4lkZYV1KrlxBlZQVcwoYs4AUBXMIkDnUEANPjUfImvXViM+sLxM1r+cBLPH+uFJPCwGEQkVK/gXASeQySVxTNHevKsZnLResK1xwPAysqhTa3RSpeXVrjQVJqfTfXaTFhb69HXjakM7VsvcZggqZsEglp+rRACr82AQDyDA+rGk3YYc4XTaEA08gAPRFM42Bmakt9q60AMR7rCUBSCYz1UPC6czIIQ2qPsMkuoL7SN6EXXrhHaIRQ4Did6I3i1ZQCKKpaVVUWpDCKP3a0B7G4N4IamElyeU1U5mk1Ug88Or80InqN+35qn8vJKly7uxueoLocSmbzvyUTY3OjDxnovzJKgq6wDwJb5vrwxLSp1wGqgvuadwYR+fi0ocaDGOyR0phCSdw2pU1sAGotpNYt2rhlFHg6zhGKnCWUuM5wWqoCee3z1Ht2sghKneVwl6bFgge4lQrM/ik//+QBSWVlfOEyEVFbGvX/Yhx++0II71lbip+9aOW5ZDoMxW7EZRTz43tVYX+9BNJXFr7efGbEbzGAwxmYUrag8FEL/BGJDi+rctWhGVnCwIzRqVmw42vNMkkAXdNxQcCRwHArtRty8tAQZmaClLwq7URyhWpr73mmZjAhmtIVydyiJ1oEh+5l8RdYhoRkNnqe9Z1q5qFbKaVefL/IczAYBJWov5kAsjQKrARaDmPc6K6vcKFbtXfbkBHn724M41h0etR8tnMzAaZawvNJF30sNFEYjKxNkZKruHE5kYBB5LC13YV6RHc19sVGDyuHzH+0SyfMcjGpwom1yxFLZUTdCACp85LObRg2mDAKPeFrGay0DCMbTI1RqAXp8g/E0jnYPBS+n+2LoDadgFAXao2sQ89Reu4JJPH/MD5HnsXmeL09MSUNWiB5k7hplUyGXLfN9WF/nHTXjBFB13daBGOoKbfrnPhba/2vHNp6W8fqZQbQHhrJ7DUU2XL2gCAD08s6srOjez+MhCTycZgkEdCNh07xCPduW+xizRFXRzwzERq3wyxV/Ugi9h/KqNQwwungcfV5+FURnMAF/ZEgIcm97EMd6IkhkqL1VXySFdFZBNJWBP5KC22pAscOIMu04qq+Tu8FQ7DSNWpKtXVtaB+KYLH3RNLpDCbQH4jjeE9FtqBRCMBhLo6UvhmRGHvH5ay0Mon49oN/b/mgKoUQGHDe0YWSSBCwotuuBfe4xHB7orq4pQG2hFTtODWD7qQFUeyxYWOKA1SCowe3QcdaCQ5+azT5bj+5wPDYjrl1UDFeONZbDJOlzIoRWx129sAhGScCpHGG4Bp8NsVQWUbV3XGsbGPO91L5fzX6qzGXGhzbVobbQimRGhlEaOr8dZkm3EqOK55OrRAVYj+4lw772ILae8MMfrp9wkBuKZ/DB3+7CjtOD+OwN8/HBK2rPquTGYMxmrGqw+4XHDuG7z53EC8f68O23LUE9839mMM6ZAqsBm+f5IAocXjulKaYO3TNO9kZxqp96PGoiJ2ej0GZEn1qWqge6PIfBWAqRlIwtjT682tKPUCKLcDKje+DmQkCQzsooL7Dkjed4TwR2k4i+SDovoMtbfOYo9I6FUeRx3aJifVEoqQu4UpcZ0WQWBEAinYUk5JdKlrnM+OfBbnhUz1Atu5pVaAZ4NKHH/kiKinOpQbU/kkQsJef10Wo0lTnREUig2R/Boa4QGorsesuRx2ZEXyQ14jlA/oJ72SielYvLnOgNJ9Hsj+JodxhXLSiCzSjqvrLDiSSzaBuM581H+yyP9YTVskQXGsa4DksCh6sXFOWV6F69kAaBhBD9j7bhwAEodZkQS9tRWWDB1hN+lDjNI44nUa2pyof1kuePnYparaxyo9RlHupLz6E/mkJnMIHLGwoRTmTOamdX6jKj1DU0HqdZwoZ6r67KTefMQ3uZQDyN104NYNO8Qj0rPx5uqwErrQU42RvBke4wbl5SOiIoFXjq6byq2o1EWoZpjMy+ltElOVm6ZRUuLB3HaWP4N+VgRxAp1famosCCEqcJ/kgKx3oiKHGa0B1KIpWV4bUaUeYywx9OQRJ4uKwG9EZSQ9UdJhExtSy8P5LCid7ICKuZukIbwskM1tRM3IJGO99vXlKCpjInIqksFpQ44LZIOOmPYjCWRjwtw2c30iBu2PMbi+yo9lhH/dzTsgKR55HO0iDQJFHxtNHO9eGBrqwQPH2Y+owvr3Cj0mPBC8f8ONYTybPz5DCU0ZUJQXcooavST5SBaApnBmIjSp61smyF0NaOvght9ZhfPDT+VFbBnrZAntDb8D0QbXzenH5ynqfl812hBNoH40ikFEgin6fa7TRLKHdb0BWM47VTgxB4ftRr3XiwjO4cR/M7e+vKcvzrPzZPOMhtH4zj337yKva2BfH9dy7HhzbVsSCXMSeQBB7f+LfF+OjmOuzvCOK2X+zQ/QoZDMbYjJZtG47TIsFqFIeEUnL+LxhPo9xtntB9SLvdaI8lhIBTVyySwMNhkrD1uB9GkceV84vAcUCBNX9hp723SRIQTcmwDisP7gzGMRhLo8FnBSG0HHb4fU5bfI6XzeY4DoQM2WpIAgdZITjWHQbP0XLP5t7YiEx2KJ5BZYEFPeEkeG4oO7qyyj2mm4HmB6tlm7qDyXFLFRVC4HMYsb4uX+gpksyMed3T5uo0S3niTRoeqxH+SAqEENQV2iDyXF5f3vAscI3XihsXl+Qt5Pmcz5LDUB/1aHBcvgVNLuFkFi+d7EMokdFLW3mOgyjwWFDiQFpWkJFJnhq1hpZgLndbRg1gAVpqWldoQ1cwgcf3dY5qUUftrQyocJthEPmzZp26gokRmwxemzHv+ARiaTT76efqskhYV+vJU4WeCIV2I8rdZjxxsFs/X3JRFKo6bTGIo2ZnOQz5wSoE+heK47gxs7n0/4eeD9Ce8yqPVa+YKLAZsajUgTKXGV6bEUvKnbAZRRTYjAglMogkM8gqCmJqv6j2eiur3HCo/aS9kWReVlFD6+ceTZRuLCSBblQ1lTnBcVRAa55aJZDMyHCYRFU1nLYjjJwvN+7mBs8NHUeTKKA3nMTJUb6zuVY+2vMMAo8qjxUVBbQ3utBu1Htqcx+nISsElQXWSbcXxtMyOgKJEa0KbosEh4mWF6ey1Bt8b3sgr8z++WN+lOb46FLyzw9u1N/S61NvOIU9bQEUOozYPM+X//8KQUaWwXMcVlS6WY8uI58z/TFc/3/bdC++0XqmRuP1M4N4849eQV8khYfevwY3Ly09j6NkMC48HMfhU9fPx1ff3IR4MoubvvcyXtH66xgMxqgM91ydLOvrvVhZNbFMy3DVToUMLZJozycNmo2iAKuR+k2axNHHZ5IE/NuKshHBzJXzi9BU5oTTbECJy4RCm2lEQMsPX7WPgqwQPHOkB9tbhrLYGVlBLC2DAPDYDHj3uipctSB/Ebf9VD8IoVYyrmFCSSd7I9ileuXm0htOoTecwinV6mRJuVMvcR1Osz+KUCIDoyiMWPimssqo2VpgKKM91ua2wyzi+qZi1BXasLDUgacP9+Dl5v5JbYZrWboKtwXzSxwIJzPYcWpghGAYQBe7Tx3q1j1OAeBEbwTtg3GYJB7LKtzqZkZ+YATQUu9kRh4RHAD0c0tmZOzJsXYajlGk4kyaENL2UwMjWl5uWVaGLY2FaB9MoDOY0JV5rWqb1/AguzuURNvg+KW1fdEUDndRsSWjqKlyT2zJ7o8k8fThHvA8B5tRgkIIwomRpayprIIXjvmxq3Vw1DYenuP035NhfZfjMfw8sBpFLKtwwa1WccRTWaSyCm5fUwmDyOuVDm6LBEngUea2IJmR0eyngaz2apLA67YzHqvxrJnzyWCSBH3cqayMvW0BtA3GEU/LCKu2OYV2I8rc5nGvBaPB8xw21HmxsMQBnudwpj+GI90je4iLHCZc0VCI5RVubG70UWXoxSVYUuZEIJ7BPw50wW4a2XqY26MbU/vEJ9uWVe4244qGwhE9sC6LAVvm+1DkMKHaQ+2GarxW9OVsnCwscaCu0JbX7z/m+w87doJaCq+1cAyv9OkOJ7Hz9CDSsgKfY3xF87Fgge4cxijRXe/hu9jj8dBrrXjnz16Dwyzh0Y+ux+pJlH8wGBcbt6+pwt/vvhxus4Q7fr4D33jy6JR6QBiMuU5DkW3CAobAUAYjd82byo4fVNDHa6XCFC3QzS1dpothM5aWuxBJZfDskV5EkhnIytgeixzHjejhlRWC3a2DONgZQkcgDlHgRizmtcB3vHWjVt6Zm5ExiLye4TjUGUKV14q6wvxyxRVVNEPhMEt4/cyg3ld3qDOEI93hUQNHWSFwWSQ9s8tx3IiSRw2B51BfaMXGei/8wzKIHYH4mH18ZwtoOI6DUaT+wIpCsLjMiaXlznH78ka+B/1bFDiE4hlqVZJVRl0gK4RmHrXAB6DB4mAsDaMooKnMmRfo5lJgMeCqBUV6JjAXrdx5IJrWPZFHQ1EINtZ7sbqmQLeGysVhkmCSBISTGayv8+pBdbXXivV1Xr2HU6PEadK9dMeivtCGNywpBcdxSGZk+CNJZEcRBhsNoyigWLWfKXGZcNWCIlR7RpZ7GkQeLosBfZHUqOf38B7ds/Xo5z4vl45AHB05/cf90TSa/VGkZYJ4OovecBLprIJ4WobHZoDA0Q2Q0Y6Rdq4XO+m8zgcdgQTaBuMYUH23AVqC3BGgmfjx2hhGQ+A4OC2SXq68tMKleyQPx201oNJjyduYiaVp1YLbYhi1dD33++qySCh1mREZ5bswHhzHwW01jPsZe2xGXN5QCIVAF3kDaNVNMJ7O00AY0Y6v7xcOy/Sqegtraj1IpOUROgpOs4QarxUCz2EgmhohBDcRWKA7BxmI0pKiEqcZf/rwujH7XnJJZWV89tGD+MJfD2FzYyH++rEN45YSMRhzhRqvFW9aXgaB5/CTF0/hDd97GfvVKggGYzaxbds23HzzzSgtpQvgv/71r+M+fuvWrbrtS+6fY8eOTfq9J5rNGU7uwuZ4D83CjbeZpJe4cfnvm5tRkhWCzkACyawCm2pJ0RlMIJnJDwRyh5zMyCNEgo52h9ERSCCSpD66HEYma3ID7bGQBB43Li7Js1niOQ4e1XO1J5xE/yiLNLtRwvZTAwjE0mgstut9koLqtbmyyo3hxNNZiDynbzp0BhNoGaWEE6DXtstqPGgbjONAR34gd31TyagWRnTsY04VAF0vnOyN4HBXGH8/0IVSVdF5MmeIFiye7I2iL5LCwhIHNs0bmVECqODW9U3FeMOSoeqyTfMKYTEI6AklVS9gTs+65n7uWYXg+WP+vIW5hiawtLzShSU5PY/D5/r3A104MxBHidM8ahZ8IEr7TW1GEXvbAnkbD6OVRJe6zCP8SofD8/SboygEA7E0trcM6PM7G06zhKUVLrQPxrHtRJ8uIgVQhd3rFhUDoOfZuloPrlpQNHrpMkcDvGM9YaSy8sQzuvrz6b8OdYawuzWgfwa3XlaBtywvw8vN/egNp/SSWYPI4/KGQiwsdaJtMK4naXI3FnKP7flqpitxmrC8wo1lFW79u5DKyKj1WlHhtkxqQwcY2XtrkoQJaxQAtCJgRaUbq6rdo1YmgBu6zsoKwWA0ras8T5bxqjJO9UXx+L5O2IxCnsp7LJ3Fwc4QBuNDQao8xs7g8JdfU+OBSeJxqDOEnacH0aJWqmjYjCKKnWYQAuw6ExhTB2A8WKA7xxiMpXHz91/G/c+eADD+SavhDydx2wM78MjONtx9ZT1+9q5Vk2piZzAudj62pR7P3rcJv3nfasRSWbzlx6/iS387jFB8csqFDMb5JBaLYenSpfjBD34wqecdP34c3d3d+p+GhoZJv/dkNRq0zFye8nFWQbnbPCGPx1zPXEAtXVZfy24SUeoy4V9HexFLy1hZ5UZdoQ0e29iLx0RaHhEIawHi0nIXCIBT/bER8+T19x9/4RhPy0jnZNwUQrC3LQiB57Cyyo1XmvvhD+dnVRMZGRUFFrQOxBFNZnWxpQUlDvRFU6P28WnZDW3B13OWMtjT/TGUucxYN6xHdzyEs8w5IxMc6Q6D5zgsLHHoIlzasZvMElsUOIDDWTfkjaIwImBo9kexpy2Apw/3IJEeygbnbq7wHIcGn23UNc2CEjvsJhHzix16We1wJJ6Hz27C6f4oth7352UmNcwGATVeK4ocJthNkq6Nci4E42n8/UAXnjnSC6/NgMsbCs9atnn1giJcs3Aoy1lXaIPPbsLj+zr1Hl2nWcor+Y2lsmMGjNpxPN4ToerBExz78O/Qpnk+zCuy6xUPJknA/BIHnGYJbouEplIHLAYBkkCFhkpdJvAch2hS3bjIea3cc2CqwdzZsBhEVHosMEo8eI5DscMEl8UAs0Gg3ruTfL2pbhJqiAKPUpc5r5Q89zPkuaFrIyGAz2Ec0e87UcaqDqHvQ//vcFc4rxT+cGcYDpOECvfQdX1EZcYomg0AzcwnMwpa+qIod1tQ78tPsMkKQSItg+eoP3bRJHqvNZjq8hzDbZFw62WVuHbRxEo69rUH8aHf7kIkmcVP7liB65tKzvMIGYzZB89zqPFaUeO14q4r6/H4vi789rVWPL6vE/ddMw/vXF15VksHBuN8c8MNN+CGG26Y9PN8Ph9cLtc5vfd4C6DxyH3WaF6vIx6fq4CDIdVjmRB9DC6LAZ1BGuid6Y+h1GlCU5kTgXh6WNYrt6TPMMJO5/qmYkSTWSiEYF+HCQI3MptpVIPP8QJ9Qgi2HvfDZTFg0zxakqgp1iqEwGIQsbHeO0JM6GRvBPG0jHlFthHBRziRwZFEZkQAKPI8BI5HMJ5GIi1DEjhsnjd6GeSZ/hgOdAThMEvY0ugb9TGjofWUjmZvBABWg4Cbl5RSWxMuN6ic8FvoJYoVbguWlLvQE0qipS+KlVXuEb2XhBD8bX8Xqj1WLFUzqke7w3BaJFR7rMjICo50hfWNhtyPyiDyYwp7eWxGrK7xYNuJPiwqc4wq4MPzHKq9FhzpCiOUzGB3awDl7vweSYtBxKJSJ5r9EbT0JScV6I9FSA0karxWGEVhQm0DuUrcr58OYGO9F/NL7OgOJcbsZ912knqzXt9UPOL/htvkTnSza7jwkNkgjPgMTJKA1dUF+NfRXlQOU0MvcZqRURS0B+NwmKS8zzP3HBtNYX06iCQzONgZQpnLjKxCYDOJU7r+adeAqV47c2npowrnmxt9uHpBESSBx5OHuvX30d4hlZXRFUxiXpEdU2lhHm+o1V4rKgosONUXRSQ5VBpd77OBgIy7RtL2fkY7h25cXIKuYAIem3GEllBfhApVZRUFV84vmlJfNlu5zRHO9MfQPhgHx3G45+qGMS/sufxxVzve/pPtMIoCHvvoBhbkMi55CCF4ubkfBpHHPz6+EQtLHfivxw/jxu+9hKcOdU/LTj2DcaFZvnw5SkpKcNVVV+GFF16Y0mtMdq2mf1NynhdLZbHz9GBewFntseZZhGhLNu39NKVlhRBIagnrsgoXajxWVBZY0B9N4alDPVAUAnH4ynysMakYRQGBeAYvn+xHTyiJtKyMyL7ML3agqcyJ0nF6KrXkRe4izSjyaCy2gwOHfe0BeGwjxXMWlDqwprYA4WQGJ/1D2ds9bdTTdbTyxstqCnDb2kqsrC7AnrYATvfHEE6M3o+nKSaHE5kxrYRGQ8scpsYIdDXVXYXQhfVomdSz4VXLunmeZqV3nB6gpeOjvIR2fHMz1z3hJPoiKbgsEqqGWbtM5lSVZYJwMoMTPaOXf2tj3VDvxZJyV155+nBqvTZct6h4WgKbKo8Vm+f50BtOoieURFcwMeEeXbMkoLLAgkA8DYPA443LysYUI3WYpTFbCYZ/nhOd1vDvUPtgHCd7IyOyfCaJR5nLDIHn8tR+BY5DrdeKInXjYbTzqq7QNmpgVTyFjN9wekL03ArG0/BYDSM8mM8W8G9u9OGy6gL9ecOVjKfC0e4w9a2WBFiNYp7VlsAPeeqaDbQseqrvebbss8BziKXlPJ0FkecQjGeQlRVsrPeO+/zRXl4SeJS7LQglMoin869lTjNV8U9llSm7Y7CM7hxAUQg+9NvdsBgFPPqR9Wf9EmZkBV994igefPUMLm/w4vvvXD4hbzYGY67DcRy+e+tyKITAJAn49XtX4/ljfnzzqWP48EN7ML/YjruvasD1i4rHtVdgMGYDJSUl+NnPfoaVK1cilUrht7/9La666ips3boVV1xxxajPSaVSSKWGgqJwmKqDTrZgT8sGGoWhAORYTwTdoQTqCoeEcZYO63kcfvvSMrraItkoCjDaBHhsRl2caEWVGzzP0TJYaHY/JG9hncrKI9RvNWVVrR+SLhiHvb/aLzsePM/hjcvK8n/HcbAZRVVgJYvuUAJuiyEvINPKaSvcFvjsQwvTCrcFLrMBi8tH9o2aJAEmScChzhBCiQyWlLvQH0vBaRlZmlvkMOHmJaV44bgfbYOxMS10Rr4HXUSPpZyakRWc7I0ikZHREYjjxsUldFE/iVOkosACfySFpw516xnR4WWLGjzP6RlkjcVlTrzS3I+uYFK1HBka62TK7J0WCWtrPaPaKGm8fnoQCgE2Noy/iOd5DiZ++rKMitqX7o8kcbo/hmsWFk2osshuklBbaMVzR3sh8O5x7bwur/fq/sPDGemFOrHjSoZtKZ3ojSCaysJlMeSdgxzH4aoFPhzqDENWiJ6BjKSyONUXg80oUl2BSaTk1tROvER/LCoKLLAaRTjMEp490juiRPpsR8FpluA000z0ztODY5bFT4Z16jmaG+Bq5G6sEEL7+MfR5RuXiZRZWw1C3sbfQCyFo91h1Wps9A9LOyfGevX2wTj2dwSxtNyFau9QaGo2CPjIpjq80kK/6wtLR++lHw8W6M4BeJ7Dt9++FCaJP+uFqDuUwF2/24vdrQF88IpafOq6RlaSyWDkoN1IUlkZ7/3V69jS6MMzn9iEJw524/v/OomPPrwH84ps+Ojmety0pGTClg8MxoWmsbERjY2N+s/r1q1De3s7/vd//3fMQPfrX/86vvzlL4/4/WSzVFp/p8kw9P0QeQ7lbosu0jQa3LB/DAlQjXyswHMod5v1vi2tV1TkOWTk/OU2ISN7TiWBh8Ug4rJqN/a3BxGIZVDsOHv/8Gj0R1OwGAQ9GyoKHHY3B7CwxIGVVW7sPD2I1TUFo/YnD/f8rPaOVMjNpSeURCCexsISB/qjKWQVMmowHktl0RVMYHVNwagL5LHgOA6LSp3wjLFAlxWCU/1RVHusWFLu0jcjJrv3t7LKjUgig1AyM2aQqzF8Y9FrM8JhknC4K4TDXfnZ9MluQZ6t789hliYsBDURNs/znXWQ4WQG205SIan5xQWo9lp1sbKJYJIEXNFQCMtZyntjKRkZRRm1JHREv/oU93bX1XnQHUqOmlV2mg3Y3FiY9/5G1XIoIxMYxJFK6OcbkySg1GVGMiNDHuW6MdHhlDjNuGVp6aT1DUZjPF9gIef1OY5udEzm+573WhP4kLV+Wm1MPgftqRZ4Ti93H/6Z6b7qo1ZsEOzvCAIY+V3MyAp2nQnAKArYUDf+RtNYsED3IuZQZwgHOkK4bU0lmsZQDMxl24k+3PuHfUhnFfzo9hW4cTErVWYwxkIToShymiDwHG5ZWoo3LC7BPw914/v/asa9f9iHbz51DO9ZX413XFY5akaFwZhtrF27Fg899NCY///Zz34W9913n/5zOBxGRUWFHkROltzewuHZ29EYsq3l8n4eTRipxmuF12ZAOksVW7VsAg1085/DqzYtuTSVOdFU5kRWVlDmMqtempOZ3RCvNPejyGHCWjWjJORkNniOw+ZGHywTtPrrDSfhD6fQVOYYdZHcFUpgMJbWywc3j9F/2x9N4Uh3GOFkdlQF5/EYL/A0SUKeArKGLkY1CQ/PJRUuxFJZnOyNoDOYwKZ5haPO+fF9nSh3m3Uf5kOdIVgMAhqKbOA4Dqf7otCsPSfzGUZTWbx4vA/LK10jbIA0JrK+mgwTuVdo52pFgQUGkZ9U4NIXSeHVln5c3lB41t7enWcGEU9nR1QkAJh0ya7G8KDGYhDHrIo42BmE0yzl+WubJAFpWUEkmYHHZszbE9A2lrWqg/OJSRIwv3ikSNpkSvSnI8g9Gzw/JFKVVQiC8TQyigIzptDPOoHh1hba8q6tDpOkV6dYDCK8NuOI9snxrggcx2HTvEJYjeKIxEEgloY/QvUYeH5qdqcsFXER85vtZ/DjF5tH1LQPR1YIvvPsCdz5q53w2Y34210bWJDLYJwFSeBx/63LcMtSuqA73BWCTAjesKQUT917OR5872Wo99nw9SePYe3X/4XPPnoAR7pGmsAzGLOJvXv3oqRk7Ou/0WiEw+HI+wMApkn4sQMYtR0mEEvj1eb+EV6JuZiHKctqC5+x7FheON6nqydr2QjtObkVmQaRG3XR748k8cTBbvgjKWSVkT26E2VFpRuLcwIikeewuMwJhRDsaQvAPsoibiw6gwmc6o+OuUheXuHChnqvLpQ1lvVRZYEFFoOIjkBcFzeaTtJZBbEcv86pHDkO1JPzSHcYZkkYNzDI7TPuCSXRE06iyGFS+zyHju1kggvqpavgzEDs7A++gPjsJlyzsAgdgTia/VG0DcTHtbjKxWqkPbqDsfRZn7Oyyp3XI5/L8OA6NcGstnZenq0yAaC9trKCEf3HC4odQ33cOZ9nuduM5RVu1HqZ/WUu2jnvMEnUN3qKzikT+e7E0zJiqdHPBYHnsKHeO0JfYGjza/TXd1kMo14fNf9rg8CjfRx1+fFgGd2LEG33+r/ftBjBeHpcyfmBaAr3/mEfXjrZj7evKsdX3tg0JdUyBuNSxh9J4m0/2Y471lbhczcuAKdmaDY3+nC8J4LfbD+Dx/Z24pGd7VhV5ca711fj+kXFUy4fYjBGIxqNorm5Wf/59OnT2LdvHwoKClBZWYnPfvaz6OzsxG9+8xsAwHe/+11UV1dj0aJFSKfTeOihh/CXv/wFf/nLXyb93mezNhnO5fXeEVnYYz0R9EXHF0VymiUE42k9oyXwHG5cXDJqRrltIA5CiC5AIwn5WeDczOJYnrFuiwElTjM6AnEYRH7Kge7wPkie42AQeSSzMmSFoG0wjmKnaUL336XlLiwcR1CS42g5ZyqrwGM1IhBPjypcxXEcNtZ78cyRHoQTmdE9OKeArBAc7gohmsyiL5rSs4FTOXZ72gKIprJYUu5CtWfsXtLhGcd6nw37O4JoG4zDYzXomxyTzaDZTRI21HtH9G/PBpIZBSZRQCiRRkcggSKnEcIEeoAtBhEFVgP2tQdR7jaP+5zx/FwNwwKPgVh6jEfmI6oCWBOBA4fBWAoyIXkBic0kghAgqyh5GXqO41A5znlyQbjE5TlG85I+G+OVLo+HSRLwxmVleOlkH/yR5Lj95mPBAt2LjJ+/dAp/39+FRz64FhaDOG7d/o5TA7jn9/sQiKfxP29dgrevqriAI2Uw5g4+uwnf/LclWFM7cue7sdiOr755MT59w3z8ZXcHfru9FXc/shdemxG3ra7AbWuqUDyOYiuDMVF27dqFLVu26D9rJcZ33nknHnzwQXR3d6OtrU3//3Q6jU9+8pPo7OyE2WzGokWL8MQTT+DGG2+c9HtPtkeX57kRAlYuiwSTxMM+TrZBC/BKcr4zY2VCjRKPcrdZ94ycSrAjCTwuq3Zj24k+hPgMKqdWHTcCq1EAIlRExigK2NMWgM3knVCgK/DcuMFJdyiBw51hrKxyo20gnmf1MRyzagU0nSiEoCuYRLnbnBd0TGWPgOdpb1+N1zqpkudqrxX+SAqHOkMAaKYPmFoM4h2nZ3ymiKezeOlkHxwmCatrCrCwxDki8BwLQgh8dhO2zPfp2dWpMHyjdqKl95PBbBCwoso9otqC54C0mo2+0D26Z2OWDeeiYrKHLiMr2NceRCIt4/KG0W3UzgYLdC8y6nw2zCuyj2ujkJUVfO9fJ/GDF5pR7bXil+/ZgIWlZ7cbYjAYY3OzWsJMCMF//HE/1tZ58jaPHCYJ791QgzvXVeOVln78ZnsrfvBCM364tQXXNxXjveursbLKfUF6dhhzk82bN48bDDz44IN5P3/qU5/Cpz71qfM8qokzEds7g8hPOGPgtRlhEHi9RPls9kJjoRCgymNBOqtM2yJ2UakTVoOIoz1hLCxx4JqFRRPyQp0I/nAKsXQWu1upDdHGUfoINTqDCQRi6WntM9VsnqaDpeUuZBUFTx3qQSorj5kJfHxfJ4odJl1V92BHSP8/u0nUr6uT/fyiqSz+dbQXyyvcM58pzEErOS5zmyEKPCZz6gzE0niluR8b6r3gTFM/oYcHuuunKAY0Hid7I1AIRvEw5kAILWeeLQYHVoOIWDo7KVEwBmUoozu5D7M3TK21zgUW6F4EnOqL4kRvBNc3lWBLo29c4/f2wTju/cM+7G4N4NZVFfjiLQsnXXLGYDDGJpaW0RdNITpGFoXnOVzeUIjLGwrREYjjodfa8PvX2/DEgW40lTnwnvU1eMOSEtZCwLjk6Aklcbw3gjU1BdNy/icyMrad7MPKKjfK3RbdXmiypLMKBmNpiAI34T7IsyHwHKq9VrQF4jjRG0FFgWVa/FUBYEm5E9UeK/a2BxBKZMa0hwGAjsE4esJJzCuyT3srRSItIy0rekn0VDYJtNLZtbUF42amy1xmlLuHAtHuUAKJjKxaG/HY3x6kY5hiXWl3KDGrAl27ScL1TcXYerwPqYwCq1FAtcc6IVs7m1HUPaY9VsOUN1eNooBarw2VBRY4zOJ52aQtd1vQGUxAVkje9yP3rWZLRndtnQeEkFnbklTutqDCPTXV+AvFZD9JTamb4ziE4pkpiX7Ozk+Lkcf9z57AV/5+ZIRi5HD+caALN37vJZzojeAHty3HN9+6hAW5DMY0YzOK+PV7V+M966sBAC8c9+MvuztGzbSVuy34zA3z8dpnr8I3/20xsjLBJ/+0H+u/8Tz+9+nj6AklL/DoGYyZo9kfRTCenrasaVgVWNIypVMNdA0ij7W1HvjsplHtf6aKwHNoLKLZ1lN9MaSy02NRw3EcLEZBF5iKpsYOEEtdZvAcN6pq9VQhhGB3awCvtvTjleZ+/ffnEpC4LIZx++9WVRfktYBUeajQ0T8PdmMgmtLfe7JDsBoEbJ7nm5Ai+IUmkszCZZYQT2dxsDM0rnJtLiZJgNUo4nhP5JzHsLjcCadFOq+VSLFUdsT9M/fdZkmcC5tRHLftYqZZWeUet51xJrGp7SXj9YSPhstiwOZ5PpglAdkpmgOzKGiWMhBNgYCWZn35lkXIKmTMHfBQPIMv//0wHt3biZVVbnz31mVTathmMBgTI3dX/dE9nWj2R/HGZaVjLrRNkoBbL6vE21dVYMfpQTz4yhn8aGszfvKiWta8oRorKllZM2NuU+w0wW4Sp62E12oUUe2x6rv+Uy9dJjgzEENTmXNMG5SpogWaO04PoNhpmpa5n+6P4XBXCOtqPTjaE0FmNJNhlYoCy3lZDwTjaRQ5TPDZh/pbL+TVq7HYjkHVesQg8rp/52THwHHcrLSGS2cVvNLcD5fFgMvrvZAJmXBFgKIQlDhNKHWZZ/09xWwQ0Fhshzis/3ho44Kb9XNgnJ0CqwHXLCyaUvLNaZFwzcKiKb83C3RnIRlZwS0/eAVNZQ789F2r4BlHKOFfR3vx2UcPYjCWxr1XN+CuLfUjLhgMBuP88X+3LsNALAT75bYAAQAASURBVA1R4BFPZ3H/Myfw/strRxWg4jgOa2s9WFvrQUcgjt++1orf72zHPw50Y0WlCx/aVIdrFhRNqDyNwbjYGM+bdSo4zVJeJk4LBJRJlh+LPIfN83wwnidvTp/diBuaSkb4kk6VLrXUc09bEKmsjLrCs9u4TCccx+GqBSMXnhcyINnfHoTAU/V7u0nSNzkmm7eOJDN4/pgfi8ucqJ3mTY5zQTuUJU7TqMJu4xFJZbH1uB+rawr0TaDZSkcgjv5oesRmjDZ/discmy3zfeelrNtpls5LefZMVZiyiGgW0RGgHlGSwOMLNy3Af143f8zHhuIZ3PfHffj3X++C12bE3+7aiHuvnseCXAbjAsPzHArVrMae1iB+81orukNUPGE84aBytwWfvWEBXvvsVfh/b2rCQCyND/12N67+zov4/c62aStzZDBmC2f6Y/jX0d5JB6ITRbMgmmyZrpbVOx998/5IEttPDUAhZNoCwXW1Hly7sFgvA5zGquRJEUlmMJhjOXMhg5KuYALdoYTeH6wpAo+X3R6PwQla51woJIHHzUtKcaI3gp2nBydVhmyWBJS7LQjEpt87ebrx2oywGoQR14ShQJdFumPhMEnnZSNjc6PvvAiPzRQsKpolbG8ZwKZvbcXW434AwA2LS0bd/SaE4JnDPbjmOy/ib/u6cO/VDXj8LqaqzGDMBjY2ePHaZ6/C8ko3AODrTx7D3Y/sHTfgNRsEvGttFZ7/j8340e0rYDOK+MyjB7Hxmy/gx1tbEE7O/sUKgzERzgzEEE1lz1vPnZbRzSoEFQUWrKxyn583mgQcOPRHU3j6cM+0bV7xPAezQdCDs6kGd+fC62cG8eKJPrx+ZlD/3YXM6GoZwMf3dSIjK7rF1GSxGUVcvaAIS8pd0zi66YHjgBqvFVlFwam+6ISfZxB5SAKHtsH4eRzd9EAIkB7l/NVExViYyzhXZndNwxwnGKcm4E1lTqyscuPjV9Zj6TgX29P9MXz574ex9XgfFpY48OB7V7MAl8GYZeSKLbgsEjKyoi8AnzjQjdU1BXoGOBeB53Dj4hLc0FSM7acG8NMXT+GbTx3DD19oxrvWVeF9G2pGfR6DcbFQ47UinMiet4BI89stdphmjbhQYV4P6/TM+0hXGCf9EWye58Pe9sC0vOZkSWZkVHusKHPNjMprU5kTRQ4Tmv1RiDw35bJIjuNgnaXlvRzHYVEptYU6mxhpLoQQVHms094qcD6wGAWUucwj2nW0SwTrz2WcK7Pz232J8KHf7kZ/NIXn7tsEg8jj3qvnjfq4eDqLH77QjAe2nYZR4vGlmxfijrVVrEyZwZjlfHRzvf7vvkgKdz2yB5+8thEf21KPrKwgmsrCZclXIeQ4DuvrvFhf58WRrjB+uq0FP32xBb98+TTecVkFPnBFbZ7NBoNxsaAp5Z4vBJ7DdYuKYZhl98arFhRB4Lhp63vTBL0OdoZgEPkZ6S1dV+vB4a7wqGXiWjnx+WRvWwAKAdbVUV9dgzi1gEjr0V1Y4kBD0dh+xDOFVg00mbJ6hQBbj/uxqNQ564Pd/mgKJ3qjI469FuCyHl3GucIC3QtI+2AcP3/pFD59w3xYDCI+e+MCWA3CmDtWhBA8cbAbX33iKLpDSbxtZTk+fcN8eMcRp2IwGLOTQrsRz923SV8EvtoygPc9+Dr+/JH1WFbhQjIjwyDweTvbC0sd+L93LMcnrp6Hn247hUd2tuPhHW1447IyfGRzLep9s29hxmCMxbGeMDoDiVGFjKaL2eZP3R9N4VBnSC2jnp6xaUrK/sjM2ZNlFYLuUBIFVgM8Ob/fPM8Hs+H8fwbRVHZaepO1lxjPomkm+dv+LgB0Y2Gi1jE8R32HJ5MFnikai+y6BVcu2l1wpnt07SYRqcyFbw1gTB8s0D3PpLMKklkZDpOEgVgaf9jVjuubSrCuzoNlY5RWEULwcnM/vvX0cRzoCKGpzIEf3r4CKypnvt+IwWBMnVzrkmqPFR/ZXIf5xfQm/+CrZ/CLl09j6yc3w2oUkczIMIo8OI5DtdeKr79lMe65qgE/f+kUfrezDY/u7cD1i4rx0c31WFzunKkpMRgTJpMlszagOF+IPIdQIoNoKjvtHpw++8x5Zu5vD2JekW2EWu6FsupZW+s5+4MmgN0o4vqm4ilbU51v5hXZcaI3glR24sGWljzpj6bO17CmjbESPVqAO9Mfy5Xzz9+mHOPCwALd80g6q2DL/27FDU3F+MIbFmJpuRM7Pnv1uDeC3a2D+PYzJ/BqywDK3WZ859aluGVp2YT90xgMxsVBpceC/7i2Uf95cZkTb1tZrveL/eefD6AzEMejH90AgKq3+uxGfOENC/GxLfV48NUzePDVM3jyUA8ub/DiY1vqsaamgPU0MWYti8udl9ymjEMNbqPJLDCHpj7T/qbSNJWncxw3bb7O54MFJQ4sKJm8FktdoQ3SebCIuVDoPbpMjopxjrBAd5p5eEcrjnSF8dU3L4ZB5PHeDdW6YNRYxuSEEGw93ocfb23BzjOD8NqM+MobF+Edl1WeFy8rBoMx+9hQ78WG+iFJ/6sX+BBODCku3/bADjQW2/HD21bAbTVgQ70Xb1tVjn8e7MYDL53GO372GlZWufGxLXXY0uhjAS+DMQvg1b7hubZZPb/EjpO9UXhthmnPVE+VjfXeSWU+ASCczOCFY37MK7JPKaA836SzCngOk9Zk2XF6ECXO2SPKNlm0b4t8nqzIGJcOLNA9R3pCSTx5qBt3rqsGz3Pwh1NoG4xDVggEnsP7L68d87nprIInDnbhpy+ewrGeCMpcZnzp5oV4+2UVM2aszGAwZgdvXFam/5sQgru21OuKzsmMjHc+8Bo+trkO913biHeursSn/nwA+9oDeN+DuzC/2I6PbqnHTYtL5twCm8G4mBiMpbGnNYBV1e4RwnMXM1mZIBhPQ5lF7YueKeiX2AwiSl1mlLtnRj36bDx5qBsA7X2eTFm4x2a4qK/98TTtL46lL61WB8b0w6KpKdATSsJqFGA3SdjVOogv//0IVlUVYHG5E/de3XDWTErrQAyP7GzHn3a1YyCWxvxiO7576zLctKRk2spxGAzG3IHjOLxp+VDgK/Icfv/BtfCp1iUdgQSePNSDH7xzOWRC8J1nT+DuR/bim08excevbMBNS0pgMYgX9cKHwbhYiaWzSM4xQZvT/TEU2o0XrCf3fMHzHC6rLpjpYYxJrdeGU/0T99DVyMoEScx+MaqxkFWlsRLn7NyAYFw8sEB3AigKQTwjw2YU0RGIY+M3X8D/e+MivGtdNa5eUISXPrVFF2QYK8iNJDN4+nAv/rq3Ey8390PkOVyzsAi3r6nChnoPKzNkMBgTRhT4vMXZghIHdn/hapgNAiwGEV6rEXf/fi9sJgmfefQgvvbkUcRSMp68+3LMK7ZjT1sA+9uDuH1NFQwij1gqC4WQWVOCyGDMFbTNJYK5VYJplgSIAlu3nG+m2teu2S5drGi2StVeZqXHODdYoDsGWVmBKPAghOCa77yINbUefO3Ni1HutuBrb16MyxtoL51JEkaoDmokMzK2Hvfj8X1d+NcxP9JZBVUeCz557Ty8fVXFhKXiGQwG42zklu1taPBi939dA0IItrcM4JtPH8P+9hDe8qNX8JaV5ZAVgj+83o4711UDAP7vXyfxyI42HPzydQCAr//zKHa3BvDnj6yfiakwGHMGh0nEjYtLIMyxzewCqwGtAzFkZIVVop1HNIug2Wabdb7RWnPn2veGceFhga5KOqvowk+fe+wgTvRE8OePrAfHcbh9TVVeMHvbmsoxX6czmMDzx/x44ZgfrzT3I5VV4LMb8a61VbhlaSmWlDtZ9pbBYFwQOI7D+novHq/fiP3tQfxmeyv+8Ho7UlkFS8od+MueDtywuARXzfeh1mvVn1fjtbLrFIMxDXAcB2kOZj6zioJkVplxn9O5ztOHewAANy6+tFrbFDWjy9ptGOfKJRnoEkKNzosdJvA8hwe2ncL3nj+JPf91DSSBx8pKN8pcZhBCwHEc3rexZszX6g4lsPP0IHadCWDn6UEc740AAGq9VtyxtgpXLfBhTY2HfVkZDMaMsrTChW9XuPD/vWEhHt3bgd/taMN//vkAvvDXQ9jS6MMblpYgns7CYhDxjtVjb+YxGAxGuduCcjcrKz3fVBRY0BVMXHKZTS2jy7O1M+McuSQC3UAsjReO+7GxwQuf3YS/H+jG3Y/sxXP3bUK9z4alFS68d0MNUllagvNvK8tHfZ1EWsaR7hAOdNA/r58ZREcgAYCajq+sduNtq8px5XwfagttF3KKDAaDMSGcFgnv3VCD96yvxt72IP6xvxv/PNiNpw73wCwJ2DSvEFfMK8QV87xsIctgMBgzyIpKN1ZUumd6GBccrUdXZIEu4xyZE4GurBDsaw/CZzeiosCCvkgK9/1xH963oQZb5vvQHUrivj/uxw9vW4GblpRgVZUb/+9NTXCraoGrawqwumZI2EVRCDqDCTT3RdHcG8XRnjAOdYbQ7I/qu0xFDiNWVRXg/RtrcFlNAeYXO1jWlsFgXDRwHKcvor5w0wLsag3gHwe68K+jfjyllsvVeq1YU1uA5RVuLK90oa7QxnbYGQwG4wIRTWXBAbAa58RyfdKw0njGuTJrvzkPvdYKu0nUvSS//cxxlLvNuPUyWlL3xh+8jGsWFuGuKxtACMHbfvIq7r6qAfdePQ92k4hoKouMTOX8G4ps+Nd/bEK1h/aglbrMuGNNJcKJLA51htARiKOlL4ZmfxQn/RG0+GNIZIZk2YscRiwuc+KmxaVYXO5AU5kTPjsTkmIwGHMDnuf0Db8v30JwZiCObSf68NLJPjx1qAeP7GwHQCtXGopsqCu0od5nQ22hDaUuE0qcZrgtEuvrZTAYjGnkX0d7AeT7ql9KsAQS41yZtYHun3Z3oNhh1L/c21sGsKTcpf//4nInilV/LVHg8ev3rUaRw4TuUAKxlIwv37IIoUQGj+/rRH80jcFYCgPRNPoiKXQGE+gIJBBN5RtRl7nMaCiyYV2tB/U+G+p9dtT7bHCameUGg8G4NOA4DjVeK2q8Vty5vhqEELQOxLG3PYD97SGc9Eew7WQf/rS7I+95RpFHidOEAqsBDrMEh0mCwyzCYZJgNYowCDwkgYNBFNS/eRgEHjzPgec4bKz3wmy4tJRFGQwGYzxKnGaks3PLg3kyXGq9yYzphyNaIfwkCYfDcDqdCIVCcDgc5zSIzz92EC8c84OAKq0pBCCE1ujrv1PovwmhP+t/gz4uI48/DYPAo8BqgNduQJnLjDKXBeVuM8rcZpS5zKgttMJimLVxP4PBYMwqwskMzvTH0B1KoieURFcogZ5QEoF4BuFEBuFkBuFEFuFkZkILtVc+cyXKXOZzH9c03psY7HgyGIwLz+P7OgFcuplsxtmZ6L1pVkR280scyMoEPA8AHHiO1uVzOX9z2u95Dhxo1oH+P/0/k8TDYhBhM4qwGAVYjSIcJhEeqxEFNgPsRpGV1TEYDMY04TBJWFLuwpLRtfvyyMoKMjJBWlaQzirIqH+nZQWyQqAQgsIcH2AGg8FgMBiMc2VWBLrvWls100NgMBgMxnlCFHiIAmAGK01mMBgMxvisq/XAH0nN9DAYc4BZEegyGAwGg8FgMBgMhs9hgs/BRF8Z5w4/0wNgMBgMBoPBYDAYDAZjOmGBLoPBYDAYDAaDwWAw5hQs0GUwGAwGg8FgMBgMxpxiyj26mitROByetsEwGAwGg3EuaPekKTrnMYbB7vUMBoPBmG1M9F4/5UA3EokAACoqKqb6EgwGg8FgnBcikQicTudMD+OiZ2BgAAC71zMYDAZj9nG2ez1HprjtrSgKurq6YLfbZ9yfNhwOo6KiAu3t7XPC0H6uzQeYe3Oaa/MB5t6c5tp8gLk3p/MxH0IIIpEISktLwfOsO+dcCQaDcLvdaGtrYxsH08Rc+x7PNOx4Tj/smE4/7JhOLxO91085o8vzPMrLy6f69POCw+GYUyfPXJsPMPfmNNfmA8y9Oc21+QBzb07TPR8WkE0f2gLC6XTOqXNuNjDXvsczDTue0w87ptMPO6bTx0Tu9Wy7m8FgMBgMBoPBYDAYcwoW6DIYDAaDwWAwGAwGY04xJwJdo9GIL37xizAajTM9lGlhrs0HmHtzmmvzAebenObafIC5N6e5Np+5CPuMph92TKcXdjynH3ZMpx92TGeGKYtRMRgMBoPBYDAYDAaDMRuZExldBmM2sHXrVnAch61bt870UBgMBoPBYJwH2L2ewbh4YBldBmOaCIfDOHLkCBYuXMgU9RgMBoPBmIOwez2DcfHAAl0Gg8FgMBgMBoPBYMwpWOkygzEJTpw4gTe/+c3w+XwwmUyorKzE2972NmSz2VHLmTKZDD75yU/C5/PBZrPhlltuwSuvvAKO4/Dggw/qj3vPe96D6upqbN++HWvWrIHZbEZjYyP++c9/AgC+9a1voaqqCk6nE295y1swODiYN67vf//7WLt2LdxuNwoKCrBp0ya8/PLLF+KQMBgMBoMxp2D3egZjbjDrA91t27bh5ptvRmlpKTiOw1//+tdxH//oo4/immuuQWFhIRwOB9atW4enn376wgx2gkx2Trm88sorEEURy5YtO2/jmyxTmU8qlcLnP/95VFVVwWg0oq6uDr/85S/P/2AnyFhzuummm9DZ2Ykf//jHePrpp/GNb3wDRqMRiqLg2WefBQBcd911KCkpwXvf+1584hOfwHe+8x188IMfxKOPPoolS5bgjjvuGPU9A4EA3v/+9+MjH/kIHnvsMRQWFuKtb30r7rvvPrzyyiv40Y9+hPvvvx/PPfcc7r777rzntra24gMf+AD+/Oc/45FHHsHixYtx5ZVXYv/+/QCAr3/967jssstgt9vh8/nwpje9CcePHz/rcXjxxRexcuVKmEwm1NbW4ic/+ck5HNXpYyrzme3Xhql+Rhqz7dow1fnM9mvDpcaPfvQj1NTUwGQyYeXKlXjppZdmekizjomc64QQfOlLX0JpaSnMZjM2b96Mw4cP5z0mlUrh4x//OLxeL6xWK2655RZ0dHRcyKnMWr7+9a+D4zjce++9+u/O5zEd714/Gp/73Odmxb3+bHR2duKOO+6Ax+OBxWLBsmXLsHv3bv3/2Xk6cbLZLL7whS+gpqYGZrMZtbW1+MpXvpJ3jrDjOQsgs5x//vOf5POf/zz5y1/+QgCQxx57bNzH33PPPeSb3/wm2blzJzlx4gT57Gc/SyRJInv27LkwA54Ak52TRjAYJLW1teTaa68lS5cuPa9jnAxTmc8tt9xC1qxZQ5599lly+vRpsmPHDvLKK6+c/8FOkNHm1NfXRwCQxx9/fMTjX3rpJcJxHAFAfve735GXXnqJNDY2EkEQyL333pv32HvuuYcAIL/61a/03915550EANm+fbv+u/379xMAZOHChUSWZf33n/jEJ4jBYMj7XS6yLJNMJkOuueYa8vGPf5wQQsh1111HfvWrX5FDhw6Rffv2kZtuuolUVlaSaDQ65jE4deoUsVgs5J577iFHjhwhDzzwAJEkifz5z3+e0DE8n0xlPrP92jCVOWnMxmvDVOcz268NlxK///3viSRJ5IEHHiBHjhwh99xzD7FaraS1tXWmhzarmMi5/o1vfIPY7Xbyl7/8hRw8eJDceuutpKSkhITDYf0xH/7wh0lZWRl59tlnyZ49e8iWLVvI0qVLSTabnYlpzRp27txJqquryZIlS8g999yj//58HdPx7vWEEPLCCy8QAOSFF14ghBAyMDBAzGbzrLjXj8fg4CCpqqoi73nPe8iOHTvI6dOnyXPPPUeam5v1x7DzdOL893//N/F4POQf//gHOX36NPnTn/5EbDYb+e53v6s/hh3PmWfWB7q5TCYozGXhwoXky1/+8vQPaBqYzJxuvfVW8oUvfIF88YtfnDWL2eFMZD5PPvkkcTqdZGBg4MIM6hzR5qQoCqmtrSULFiwgDzzwAGlpadEf861vfYuUlJTk3fw+/vGPEwBk27Ztea+3bdu2UW9+Docj73GpVIoAIHfffXfe73/6058SAKS7u1v/3Y4dO8gNN9xAfD6fHnADINddd92oc/L7/QQAefHFF8ec96c+9Skyf/78vN996EMfImvXrh3zOTPFROYzGrP52jCZOV0M14aJzOdiuzbMdVavXk0+/OEP5/1u/vz55DOf+cwMjejiYPi5rigKKS4uJt/4xjf0xySTSeJ0OslPfvITQgjdrJIkifz+97/XH9PZ2Ul4nidPPfXUhZ3ALCISiZCGhgby7LPPkk2bNumB7vk8puPd6wkZGehu3bp11t7rc/n0pz9NNm7cOO682Xk6cW666Sbyvve9L+93b3nLW8gdd9xBCGHHc7Yw60uXzxVFURCJRFBQUDDTQzknfvWrX6GlpQVf/OIXZ3oo58zf/vY3rFq1Cv/zP/+DsrIyzJs3D5/85CeRSCRmemjjwnEcnn32WaxcuRKf+tSnUFdXh/r6ejzwwANYv349+vr6ANBSld7eXr2U2efz5b3O8J813G533s8Gg2Hc3yeTSQBAW1sbrrnmGgSDQXz/+9/Hq6++itdffx3XX3+9/pjhhEIhABj3e7F9+3Zce+21eb+77rrrsGvXLmQymTGfNxNMZD7Dme3XhonO6WK5NkxkPhfrtWEukk6nsXv37hHXgGuvvRavvvrqDI3q4mD4uX769Gn09PTkHUuj0YhNmzbpx3L37t3IZDJ5jyktLUVTU9Mlfbw/9rGP4aabbsLVV1+d9/vzeUzHu9ePRnd3N4DZea/PRbu+vu1tb4PP58Py5cvz5sTO08mxceNG/Otf/8KJEycAAPv378fLL7+MG2+8EQA7nrMFcaYHcL759re/jVgshre//e0zPZQpc/LkSXzmM5/BSy+9BFG8+D+yU6dO4eWXX4bJZMJjjz2G/v5+fPSjH8Xg4OCs78Wrra3Fb3/7WxBCcODAAXz3u9/FBz/4QTzzzDP4whe+gC996Uu4+uqroSgK1q9fDwDw+/1obGzUX8Pv90/rmJ5++mmEw2H88Y9/RHl5uf77eDwOjuNGPJ4Qgvvuuw8bN25EU1PTmK/b09ODoqKivN8VFRUhm82iv78fJSUl0zeJc2Ci8xnObL42THROF8u1YaLzuZivDXON/v5+yLI86jWgp6dnhkY1+xntXNeO12jHsrW1VX+MwWAYEexcysf797//PXbv3o1du3aN+L/zfUzHutdXV1dDkqS8x2r3wtl2rx/OqVOn8OMf/xj33XcfPve5z2Hnzp24++67YTQa8e53v5udp5Pk05/+NEKhEObPnw9BECDLMr761a/ine98JwD2vZ8tzOmM7iOPPIIvfelL+MMf/jDmztpsR5Zl3Hbbbfjyl7+MefPmzfRwpgVFUcBxHB5++GGsXr0aN954I+6//348+OCDF03mhuM4LF26FP/3f/8HAHjuuefwve99DwDws5/9DE899RQCgQAEQcCjjz6a99y//OUv0zqWeDwOAHk33+bm5jF3A++66y4cOHAAjzzyyFlfe/jNk6huZBO5qV4oJjMfjdl+bZjInC6ma8NEP6O5cG2Ya4x2DZhN3//Zxnjn+lSO5aV6vNvb23HPPffg4YcfhslkGvNx5/uYDr/XHzp0aMRjFi9eDLPZPOvu9cNRFAUrVqzA1772NSxfvhwf+tCH8IEPfAA//vGP8x7HztOJ8Yc//AEPPfQQfve732HPnj349a9/jf/93//Fr3/967zHseM5s8zeFMA58oc//AH//u//jj/96U8jSl4uJiKRCHbt2oW9e/firrvuAkAvVoQQiKKIZ555BldeeeUMj3JylJSUoKysDE6nU//dggULQAhBR0cHGhoaZnB0Y3PgwAHcc889uPXWW1FfX49sNotf/vKXkCQJhw4dQlNTE7Zt24a6ujps3rwZP/vZz3D55Zfje9/7Hmw2G6644gps27YNjz/+OACA56dnn+nqq6+GKIp497vfjf/4j/9AT08PvvSlL6GiomLEYz/+8Y/jb3/7G7Zt25a3IzwaxcXFI3YU/X4/RFGEx+OZlrGfK5OZj8ZsvzZMdE4Xy7VhMp/RxXptmIt4vV4IgjDqNWB4hoJBGetcLy4uBkCzN7mVMLnHsri4GOl0GoFAIC+74/f79eqgS4ndu3fD7/dj5cqV+u9kWca2bdvwgx/8QFe1Ph/HdLx7/ZYtWxAMBvMeX1BQgLvuugvf/va3Z829fjRKSkqwcOHCvN8tWLBAD8jZeTo5/vM//xOf+cxn8I53vAMA3fBobW3F17/+ddx5553seM4S5mRG95FHHsF73vMe/O53v8NNN90008M5JxwOBw4ePIh9+/bpfz784Q+jsbER+/btw5o1a2Z6iJNmw4YN6OrqQjQa1X934sQJ8Dw/4WBlJiguLkZlZSXuv/9+3HLLLbjtttvQ29uLJ554AiaTacTNTBAEAMAHPvAB/OQnP8Gb3vQm7NmzB9///vcB0M92Oli0aBEefvhhtLa24pZbbsE3v/lNfO1rX8MVV1yhP4YQgrvuuguPPvoonn/+edTU1Jz1ddetW6f3GWs888wzWLVq1YjSrQvNVOYDzO5rw2TnNNuvDVP5jC7Wa8NcxGAwYOXKlSOuAc8++yxbgA3jbOd6TU0NiouL845lOp3Giy++qB/LlStXQpKkvMd0d3fj0KFDl+Txvuqqq0Zc31atWoXbb78d+/btQ21t7Xk7puPd68eyb/vqV7+KT3ziEzN+rx+PDRs2jLC9OnHiBKqqqgCw83SyxOPxUdd9mr0QO56zhAskejVlIpEI2bt3L9m7dy8BQO6//36yd+9e3d7gM5/5DHnXu96lP/53v/sdEUWR/PCHPyTd3d36n2AwOFNTGMFk5zSc2aasOtn5RCIRUl5eTt761reSw4cPkxdffJE0NDSQ97///TM1hRFMdk6/+tWviCiK5Ec/+hFpaWkhL7/8Mlm1ahVZvXr1iNf+1re+RQCQM2fOXLD5fOQjHyFOp5Ns3bo173sRj8f1xwyfk2Yv9IlPfIIcOXKE/OIXv5g19kJTmc9svzZMZU7DmU3XhqnM52K4NlxKaPZCv/jFL8iRI0fIvffeS6xW6wW9dl0MTORc/8Y3vkGcTid59NFHycGDB8k73/nOUW1GysvLyXPPPUf27NlDrrzySmYzkkOu6jIhs/+YzsS9fjx27txJRFEkX/3qV8nJkyfJww8/TCwWC3nooYf0x8z2YzqbuPPOO0lZWZluL/Too48Sr9dLPvWpT+mPYcdz5pn1ga4m4z78z5133kkIoSfapk2b9Mdv2rRp3MfPBiY7p+HMpsUsIVObz9GjR8nVV19NzGYzKS8vJ/fdd1/eomCmmcqcvve975GFCxcSs9lMSkpKyO23304ef/xx8pWvfIU8+eST5JlnniH/9V//RUwmE3nrW996Qecz2lwwiu3B8Dlt3bqVLF++nBgMBlJdXU1+/OMfX9Bxj8VU5jPbrw1T/YxymU3XhqnOZ7ZfGy41fvjDH5KqqipiMBjIihUrJm3hdSkwkXNdURTyxS9+kRQXFxOj0UiuuOIKcvDgwbzXSSQS5K677iIFBQXEbDaTN7zhDaStre0Cz2b2MjzQnU3H9NVXX50V9/qz8fe//500NTURo9FI5s+fT372s5/l/f9sOqaznXA4TO655x5SWVlJTCYTqa2tJZ///OdJKpXSH8OO58zDEaKqyzAYjGnnwIEDuOuuu3Dw4EFEo1GUlJTgbW97G/77v/8bZrN5pofHYDAYDAbjHGH3egZjdsICXQaDwWAwGAwGg8FgzCnmpBgVg8FgMBgMBoPBYDAuXVigy2AwGAwGg8FgMBiMOQULdBkMBoPBYDAYDAaDMacQp/pERVHQ1dUFu90OjuOmc0wMBoPBYEwJQggikQhKS0tHeBwyJg+71zMYDAZjtjHRe/2UA92uri5UVFRM9ekMBoPBYJw32tvbUV5ePtPDuOhh93oGg8FgzFbOdq+fcqBrt9v1N3A4HFN9GQaDwWAwpo1wOIyKigr9HsU4N9i9nsFgMBizjYne66cc6GolTA6Hg938GAwGgzGrYGW20wO71zMYDAZjtnK2ez1rYGIwGAwGg8FgMBgMxpyCBboMBoPBYDAYDAaDwZhTsECXMSP4I0n0hJL6z20DcXQE4vrPfZEUQvGM/nNGVi7o+BgMBoPBYDAYDMbFCwt0GeeFSDKDXWcGkZEVtA/G8YHf7MKN//cSmv0RDERT+OQf9+OjD+/WH3/PH/bic48d0n++/eev4XN/Paj/fMX/vIDPPTb083efO4FXW/ovzGQYDAaDwWAwGAzGRcWUxagYjOEQQtA2GMfW4334xcun0T4YB8cBChl6zNX3bwMAGAQeJS4TvvDXg7isugAf2VSHAqtBf9x918yDwyTpP3/oilqUuy0AgGRGxi9ePg1J4LG+zotkRsb/9/ghvGd9DRaWMrEUBoPBYDAYDAZD4+WT/ShyGNFQdGk5ErBAl3HORJIZ/GRrC37+8mmksrTEuNxtxto6D1ZWulDlscIkCZAEDrICDMRSaB+M43hvFI/v68JDr7VB5DlsbvTh3yIpXLWgCNc3leS9x3s21Oj/NkkCDnzxWqTVcubWgTieOdKLNy4rAwDEUlkAgNXITm8Gg8FgMBgMxqXNQCwFg3jpFfKySIAxZULxDL7//Ek8srMNsbQMi0HA+zZU4z3ra1DpsUzoNWSF4Gh3GE8c7MZjezrx3NFelDhN+PeNNbhjbRVMkjDq8ziOg1Gk/9dYbMdrn70KBoF+gX/6Ygt+t7Mdz39yU15WmMFgMBgMBoPBuNSwGEQ4zZfempgFuoxJQwjBH3e147+fOIpIMot/W1GG926owaJSx6S9KwWeQ1OZE01lTnzy2ka8dLIPP3/pNP77iaP4zfZWfOGmBbhmYdFZXzc3IL56YRGsRlEPco/1hNFYZGe+mgwGg8FgMBiMS45rFhbN9BBmhEsvh804J/yRJN79y5349F8OotBmhMdqwKevn4+mMuc5B5KCWr780PvX4HcfWAOzJOCDv92Nu363F8F4esKvs6TchQ9tqgMAnOmP4ebvv4wHXjp1TmNjMBgMBoPBYDAuRl480YcjXeGZHsYFh2V0GRNm15lBfPThPYgkM/jamxfjnasrEEllz0t58Po6L564eyN+/vJpfPuZ49jdGsD9b1+K9fXeSb1OZYEFX3ljE65bVAwACMbTsBlFiALb42EwGAwGg8FgzH2C8TQshtHbAecybLXPmBB/2tWOd/zsNXAAzJKI1TVucBx3XntgRYHHhzfV4a8f2wCbScTtv9iBH77QDELI2Z+swvMc3rm6EgVWAwgh+MhDe/Dvv941qddgMBgMBoPBYDAuVuwmMc/d5FKBBbqMs/KLl0/jP/98ABvqvXjwfZfh8nlelLrMF+z9F5U68Y+Pb8Sbl5XhW08fx92/34dEWp7063Ach9vXVuItK8pYvy6DwWAwGIzzRiCWRl8kNdPDYDAAAFfOL0JdoW2mh3HBYaXLjHH5wfMn8b/PnMA1C3344W0rYRB5/N87ll/wcZgkAd9++1LML7HjG08eQ28oiV+8ZxXsk8wov2FJqf7vfx7sxmunBvCFmxZekpLrDAaDwWAwzg8n/VHE01lsbvTN9FAYDLxwzA+vzYjF5c6ZHsoFha3uGWPy61fP4H+fOYGbl5Rgf3sIP32xZUbHw3EcPnhFHX5w2wrsbQ/g9p/vQCA2cZGq4ZzsjeJo96XXmM9gMBgMBuP8QgiBwLPqMcbsIJzMIJWdfDXkxQ4LdBmj8vi+Tnzxb4dx/aJi3P/2ZXjH6krcsLh4pocFALhxcQl+9q5VON4TwTt+9tqUS4PuuboBD79/LQwij1gqi4MdoWkeKYPBYDAYjEuRAqsBHqtxpofBYIAQAqdZQqH90jsfWaDLGMHu1gA++af9WF/nwTf+bTEkkcd918xDvc8+00PT2TLfhwffuxrtgTju+PkODE4xs6uVLH/7mRN4x8+2YyDK+mkYDAaDwWCcG26rAW7r+RPsZDAmCsdR+84qj3Wmh3LBYYEuI4/ecBIfeWg3yt0W3NBUjJt/8DK6gomZHtaorKvz4Bd3XobWwRje9YsdCMUzU36tj19Zj2+/fRk8tktvt4vBYDAYDMb00joQY+1RjFnDv472YndrYKaHccFhgS5DJ51V8JGHdiOWyuJn71qJxeUurK3xoMhhmumhjcm6Og8eePcqnPRH8e5f7UQkObVg12014PomWpq949QAvvbPo8yCiMFgMBgMxpTIyASSwJbZjJlHUQiiqSyAS29dy76BDJ37nz2BPW1BfPvtS9FQZMeyChe+9bals15M4fKGQvzkjhU40hXCe3/1OmKp7Dm93vZTA9h63I/IOb4Og8FgMBiMSxOvzTirEwWMSwcCoNBmRLHzwlmDzhZYoMsAALx2agA/3daC29dUYm9bEN959sRFldG8cn4Rvv/OFdjbHsQHfrMLyczUleXuuaoBj350AxwmCYpCICsXz3FgMBgMBoMx8zjMIkyiMNPDYDAg8BxW1xSg+BLceGGBLgOhRAb/8cf9qPFa8fkbFyAYzyCczIDjZncmdzjXNxXjO7cuw/ZTA/jwQ7unLKPOcRxsRhGEEHz20YP4zz/th8KCXQaDwWAwGBOkM5DAid7ITA+DwQAAbDvZh71tl16PrjjTA2DMPN948ih6w0k89tENsBhFfPOtSy7awO6WpaVIZmR86s8HcPcje/GD21ZMuUeG4zhUeS2QZYKLLOZnMBgMBoMxgyQyMswGltFlzDwZWUEkmYXLYpjpoVxwWKB7ibO7dRCP7GzHhzfVYcfpAdhNIqq9VvCzvC93PN6+qgKpjIz/evww/uOP+/GdW5dNuc/4o5vr9X9HU1nYjOwrw2AwGIxLG0IIMjLRLfoYIylxmi+qFjDG3IUDPR/LXKxHl3EJkZEVfP6xQyhzmXHH2kr84IVm/GVPx0wPa1p417pqfP7GBfjb/i7855/2Iysr5/R67YNxXPXtrfjTrvZpGiGDwWAwGBcnBztDePJQ90Vb/XUhsBiES1DjljEbEQUeS8qdcFkuPV9nlp66hHnwlTM41hPBL+5chXK3Bc9+YhPsprlzSnzgilpkFAX/89RxRFNZfO+dy2GSplZGVOw04cr5PiyrcE3vIBkMBoMxa9ECuYu5yul84LObQAg7LuPRE0qiO5REXaFtpofCYGD7qQFYDSJW1xTM9FAuKCyje4nSHUrgO8+dwHWLilDqouU1hXbjlAPB2cpHN9fj/72pCc8e7cX7Hnxd9RGbPJLA4+tvWYKGIjsATPl1GAwGg3Hx8MyRHvz9QNdMD2PWUew0Yek5bvye7o9he8vAWR9HCLkoS4BjqSwc5qknD6KpLPoiqWkcEeNSJZWVEU5kYLwEWw0uvRkzAADfevo4ZIXg3euq8Ybvv4wHXz0z00M6b7xrbRW+e+sy7Dw9iNsfeA294eQ5vd5PXmzBjf/3EoLx9DSNkMFgMBizkVT23Npe5iqRZAZHusLnZOUXjKfhj5z9fvy3/V3Yerxvyu8zU5S7LSh3Wab8/OM9Yew6MziNI2JcqnDgUFFgQZmb9egyLgEOd4Xw2N5O/PvGGqyt9eArb1yEtywvn+lhnVfeuKwMD7x7FZr9Ufz/7P13mCX5XR6Kv5Xr1MmhT+cwoSfP7OzO5lWWWEkgIYItZJlgDBgsMAZsHhtj3x/mctHPXJtg4sVChksQYANaSQitNmhznpx6pqdzOjlXTvePb1X1Od09eXZndrdePfuMpueEyv39fD5v+ORvv4CjCzdusf7Q9iw+srcf0dCYKkSIECFCvE2wUJXRVM1b8llHF+qYLrVvqtBlaRr8NaYitLRbs91vJXiWhmLeOPsrFxMwmrnxQjlECB88S2N3fxzSu9AFPCx032VwXRe/+vXzyEg8fuL928HQFP7pA+NIvgsE6h/ck8eXf/IRRAUWn/nDl/EHz87AvgEjjbtGU/g/PrkPHEPftMlViBAhQoQI8VbgxFIDz1wo3ZLP2jeYwN7BxE3FlewZjOODe/K3ZHvuRFQ6OuYryg2/Px8X35UuuSHeHLyxUMfRhTpemqncVIPq7Yaw0H2X4ZmLZbx4qYoff/92fP8fvYaXLlVu9ya9pZjsj+PLP/kIHt0/gP//P0zhe3//JUwVWjf0WasNFR//refxxLniLd7KECFChNgav/d7v4dt27ZBFEUcOXIEzz///BVfr+s6fvEXfxHj4+MQBAE7duzAF7/4xbdoa68dlU6oRXw7IZ8QscvzrLhRLNUUvDb3zqXmNhTzpjS6cxUZL868u9ZoId4cqIaNhmKgpZoot3XMV+XbvUlvGcJC910Ey3bw+a+fx/ZcFB/akwdFUe+KSe5GJCMcfvez9+B3P3sPFmsKvv23nsfP/6+TmK9c342fiwkYz0phtm6IECHeEvzVX/0VfuZnfga/+Iu/iOPHj+O9730vPv7xj2NxcfGy7/n0pz+Np556Cn/0R3+ECxcu4Etf+hL27NnzFm711bHaUPHipQrmKzJOLjUgh2Z/dzw008aJpcZNNSiaqon6O9jrYiInYSIbveH3N1TjhlhnIUJsBENT2J6LYSAhAgDeht5uN4xwhf4uwt8cW8bFYgf/zw8cwc58HF/+3MOgqHdvNMB3HBrEe3bm8HvPXsL/fHEe//vYMj5+YAA/9t7tODyauuqx4VkaX/ih+96irQ0RIsS7Hb/+67+OH/mRH8GP/uiPAgB+8zd/E48//jh+//d/H5///Oc3vf4b3/gGnn32WczOziKTIZESExMTb+UmXxMUgxS2Kw0VlY6Ojm7hkZ2527xVIa6EU8tNrDVV9MWFG/4MmqIgsO9czSBNUah2DAzdIP14NC0hG73x4xsihA+epTGekzBb7tzuTXnLEU503yUwLAf//alLuGcshZpsQNatd3WR6yMpcfiFj+/Fi//uQ/ipD+7Ei5eq+O7fewmP/sZz+P1nZrDWVK/pc77w/Cz+78en3uStDREixLsVhmHg6NGjePTRR3t+/uijj+Kll17a8j1f+cpXcO+99+LXfu3XMDw8jF27duHf/tt/C1W9tufaWw1/ekWHv5tuCUotDSUvZeBWx/NMZCXcNZK6KQ3pweEkvm1f/y3cqjsLNdnASuPGNbrZGI+0xGG+IqOp3F4zrtfmanjsxMrbMuappZkoNG8ubeNOg27ZWKjKUI11re10sX3FOKpTS01cKpJC9214Gm8Y4UT3XYK/PbaMlYaKn3j/dvzC356G6wKffWDsdm/WHYO+uIB/8+hu/MT7d+CrJ1fxt8dX8F++MYVfe3wKj+zI4R/fO4KPHRi4bPd5qaag0jHgOC5oOlykhQgR4taiUqnAtm309/cWBv39/SgUClu+Z3Z2Fi+88AJEUcTf/d3foVKp4HOf+xxqtdpldbq6rkPX1xdLrdaNeRjcCGxv9cWEz9BbgpdnSUbtpw4P3/KFbd6jQN4M5qoy5soyPvIOLXZrsnFTZl1rTQ1nVpoAiOTqA7tvn3GX6Rlvui5AUYS6LnJvj2n8dLGN5bqKTx0evt2bcsug6EQ68ND2LCKek/KFYhvbc7EtWRYd3UJV1pGQOKiGDRfvnko3LHTfBTBtB7/7zCXcPZbC9z84jrvH0tgzcHMmEu9URAUWn7l/DJ+5fwxLNQV/d3wFf3NsGf/6L08gLXH43ntG8NkHxrC9L9bzvv/0iX1gaCqckocIEeJNxcZnjOu6l33uOI4DiqLw53/+50gmkwAI/fkf/aN/hN/93d9FJLJ5Gvf5z38e//k//+dbv+HXAH9aFNa5tx7OLa50DcvBXEWGato4PJq6oc9oqSZk49r02HMVGcWWhv5bUGDfLM6vtRAT2KtG/0z2x8DcxJqg6E3j3zfZB4G7vQTMbimBZtp4/GwBewcTN21I9laApd955FWOpZGS+J7Bisgyl71OOIbCrv44DMvBfFV+V01033lnP8Qm/N3xFSzVVPzLD+wARVE4MJwEe43Zde9mjGYk/PSHJ/Gtf/MB/MWPPoBHdubwJy/P48O//ix+4k+P4uRSI3gty9CgKAqFpob/8o0pOKGBRIgQIW4hcrkcGIbZNL0tlUqbprw+BgcHMTw8HBS5ALB37164rovl5eUt3/MLv/ALaDabwX9LS0u3bicuA3/R5XhpbSEr5tbCdV3c6l9JxxbrmCq0oN9ETAlFUYjy1zZvqSsGKlegZb6VuFhs49hi/aqvc11gqX7j1OWxjIQDw0lEBfaO0jL7092Vxp0pgdiIHfkYHtqRvd2b8aYjE+Mvm5MrsAwGEuItb3i9HRBWO+9wWLaD3/3WJRwcSuCXv3oOf/rKwu3epLcdaJrCwztz+J3P3oOXf+HD+OkPTeLl2So+9bsv4qe/dLxH+/HybAX/70vzmC69+wT/IUKEePPA8zyOHDmCJ554oufnTzzxBB5++OEt3/PII49gdXUVnc768+jixYugaRojIyNbvkcQBCQSiZ7/3ioE1OWQGXNLoZnOLacqbs9Fcf+2DB7YfuMFxOHR1DXTlieyUQwkb/8093pQVwyUWjdenGejAkSOwT+cWcPz0+VbuGXXj5dnqnjsxAoMywkYJKbl3NZtulYYlgPTfmcVeAxFYTgV6WkUSTwDCls/O13XxZnVJmZCM6oQ7zR85eQqFqoKfux92/G+XX3YN/jWLVreicjFBPzst+3CS//+Q/jZj+zC42cL+NB/ewZ//OIcHMfFdx0exrd+/gPYHVLDQ4QIcYvxcz/3c/jCF76AL37xizh//jx+9md/FouLi/iJn/gJAGQa+4M/+IPB6z/72c8im83ih3/4h3Hu3Dk899xz+Pmf/3n883/+z7ekLd9uaN50MDSjunl0x9IYtvOmaHQHkzd3DV0qdfAPp9euyeDo7RhFVOkYyERvXKNb6eh4Y57kDDfV22tG5evmaWqdBv92iT66UGgHx/GdAtmwcHa12UP9X6wqqMpbN1ZamoWabAQu3u+mwW6o0X0Hw3Zc/M7Tl3BgOIFP3jWE73wHCfFvN6ICi3/9kUl875Fh/P8eO4tf+uo5PDVVwq9/+jDycdJ1fuJcEQ/vyCIa5uyGCBHiFuD7vu/7UK1W8cu//MtYW1vDgQMH8PWvfx3j4+MAgLW1tZ5M3VgshieeeAL/6l/9K9x7773IZrP49Kc/jV/5lV+5XbtwTXgHSurecvj0UgCAe+sXtophYbZMNLr3TWRu6DOaqgnDvrapYF0x0FLfXvnKewfjN8VOWKopYGgKH9ydv+3Nn/u3rZ9jx8u5Nt8mhW5cZFFqX9nP4O2GCMcgJfHBfU3kCe5lDcIElsb+oQQMy0FLM0MzqhDvDHzt1CpmKzJ++OEJXCx2winjm4CRtIQv/NC9+Os3lvBLXzmHT/72C/i9778HGYnHj//pG/i5b9uFn/rQ5O3ezBAhQrxD8LnPfQ6f+9zntvy3P/7jP970sz179myiO98IrGssSG4EG5dcoevyzaO7gHTh3nJt3hvzddQV46bihTiGQkrir1p8uK4L1wUY5u11XZi2i5mqjAejV9/HrTCRi2LElkBRd9Y94XQVV282XNeF7bg35Suzoy+GoVTkHVPkAoT1wtEUundpOCUhLm5d1oleYbxQld+iLbxzEPZN36GwHRf//alp7BmI4+tn1vCHz83e7k16x4KiKHzffWP4u598GCJH4zN/+AouFNv4sx99AD/x/h23e/NChAgR4qbx5Pnim/bZG9fLt3t69U5AtyGi425uJtws9gzG8cjOHO69wWkuABwaSeH9u/qu6bU78zEM3gGOy9eDhmKgqRo3PE3PRHm4cPHEuSK+daF0azfuOvHSTAWPnViBathvqaHRubUW/v702k3RpNu6CVm/s9gAsm6hrd04Hd1xXWRifKDRpSgKDE1BN7duSDqOizMrTVwqkUJ34ymsdHS8eKlyxx0nw3Lw6mwVunXjpndhofsOxddPr2GmLONnPjKJb/7s+/HvP77ndm/SOx57BhL48k8+goPDSfzLPzuK+YoClqHR0S2UWu+ssPIQIUK8u2A7LnTLflOmOBsXsTdS6JKp37uHjnc1dB/SN+PY5OMicrHNeZ3Xg0ulDr5ycvWqRQxFUai0dZTab6/fo6W2jmxMuGEX8YZi4oSX7qDdhLv1rUDEo8QyNPWWFrpLNeLsbDk3zii5UCAu2XfS8+GV2Sqen67c8Ptlw8LFYqfnuih3dLQuUzy3NBNN1cSQZ+imGHbPfUf5/13npfpmP3cXqjIKLQ2z5RufRIfU5XcgHMfFbz89jV35GL5tbz+YMEroLUNK4vFnP/IA/tWXjuE//N1p1GQd3zhbQFzg8Bc/9sA7ijoTIkSIdw9sx8U3zhRweDSF8Wz0ln72rVg4P3GuCMtx8e0HB2/BFt256OgWji3U8dCOLLgNv9t1y4ZmOkhGuJ5FrAvc8nihpmpiviJD1i083JWxer2f4bruZXxi1+G6LlqaCcW4vcWevy3XirtGUjel0Z0tdxDhGHxgd/62x8LcPZbG3WNpAG+1kRH5ssu5CV8L+hMiarIBxwVuF/vdtB18/fQa7p3IYDgVwY6+GKybuCkTIoeEyAYSBdtx0VJNjKS3lhKIHIO7RlLo6BZqioFSW8Nrc7UgdkniWQwkxetuMn79dAECS1+ze/r14lYsmcMK6B2Ib5wt4GKxg4m+KD77hVd7TSlCvOmI8Az+4PuP4HvvGcF//eZF7OmP499+dHdY5IYIEeJtDYFl3pRF7q1YxKum/a74XXeh0EJdMVDeIlP2uYsV/N2xZaw21J6CzHFvPXf59bka5qsyxMvkdl4LeIZGX/zqE0/HJf8JzO3Pkr2e2kQ1bZxaadww7XZHPoYDw0mopn1LFvw3A18r65sevXXf6/15ExfweFbCB/fkcTtlzn6TZrrYBkD01zvzsZv6TIlnA+02BULvT0W4LV8rcgwkgemhS3czJNq6idMrzetuJlmO0+P8fCcinOi+w+B42txJb5p7sdje1PUN8eaDZWj82j86BNtx8L+PrWDfUBJHxtPQTPuyrnghQoQIcaeCoSl87MDAm/LZm+uAO4di+HaCYlgod3TMVWRs7+uaurvX30xYbaiYr8p4eMfW09rDYylwDI3kZRbW14IDw4lrKhxpCtg9EEd/8uao0rcC13McG4oBxfDp/tdfZaU986DX52sQWBof3T/Q0zDv6BbOrjThAnhwizxj23FBU7glTfaXZ6ood3R8cE++55xZtnNTRlFXg/9VN1NbVzsGDMtBQrzxa/VqqHR0xAT2sus7v8j2d+P0chOltoYP772xSahhO4hwTKDRpWmKTHU1C9ktJAW2p9FdbWiBYVX3deE4pHAW2DutXiDbeDPn/07boxA3iW+eK2Kq0MZPfWgn/vG9o/jF79h3uzfpXQuGpvBf//Fd+I6Dg/jlr53Dz/zlcXz8t56/rIYiRIgQIe5U6JaNJ84VUWjeep3k9Uy8pgotKBsmCLfKSdRxXDTehKzWl2YqOL5YvyWfdbUFXzLCIRPle4qRGzGjen2+tuXU2EcuJtxUkQsAsxUZXzu1etVJPEVRWGuoWK6rN/V9twLXU+iWWjqyUf6aCsGmauLoQr3HDKilmTi31gIA6NbmY/TU+SKeny6j2NKgmTb+4fRaT97uE+eKuFTqXPP2XgkJ71wLLN1jdHYz9Ntrwa0YHk8VWji53OjZbtd18dWTq/jG6TV85eTqpmfK9cBxXLx4qYLz3rnaCkFR6W3CbKWDzk0YP2mGjeW60uOu3lQvb7rVUAy0NQvjWSn4WTetnmMoJCPcHeXufasQFrrvILgumeZO5MiF/GbGQYS4NrAMjd/8zGF8aE8eXzm5iuF0JHQUDREixNsOFCgyMbxC8XOj2Kh7vNziVtYtXCi08dpcrefnvmHPjWK62MZjJ1aw0lDx7MXylsY/N2O4opn2loXKmwHVtNFQzN5F/ZsQL1Tp6Di+WMczN+EGXJdJU+FqOlbHddHRbRhv0TG8Eq7nMN4znsaewcQ1vXappmC5rqDYZVx5sdBGMsLhk4eG8IlDQ5sms/eMpTHsaTLLbR2G7WC2vF7Y2o57zTnFV8OB4SQ+dXgYAsv0XEtvdqHrf9fNXL4TnqdA97Y6HsvhtfkaXNe9qWvLBdFjb89dnorsnzl/f+4eTePwaGrT65qKeU1uzIkIB84zOwWIO3Glo0PqkhJ01wAxkcWR8XRPc6q7/xIVWKQk7qbcre9UhIXuOwhPnS/h3FoLD23P4l//5QmcXb18dynEWweOofE7n70bB0dSODpfx8wt6rCGCBEixFsFnqWRlngI3K1fNlzr2upW0Bi3wlSB6OZY2s913eK7b+I7P7Snf0tq6ZsBiWcxnpV6zajc9e2/VV4Rb8zXUGxpSEv8DX+GyDEYTkWuqtG1HVKoR25CD3yrcD0Ng45u4fW52jUVUTvzMRwZXy9cAWCyP459g4lAk73RdXo0I0EK4mX87Vv/928/OID9Q8lr3t4rwXFcaKYNx3F7vsO23+SJbvDnjX/PWEbCR/cPgNvCierwWBqfOjyM1E1cxwxNYSIXRVK6PMMhGOh6uzGWlTCalja97pmLJTw9dfXmEU1RyMb4gGrM0BT2DyWQiZL9aGkm/v70GpbrCgDir8DSdE8jpPtZoJk2zq+17rh4oVuBsNB9h8B1Xfz3p6cxkZXwnz+5H3/94w/hri26RSFuDySexR/90L3IJwT80Bdfw6f/4GUsVpXbvVkhQoQIcc14364+7OqP3/LP3ThFuNyS9s2KsfA/NR8X8ND2LPgtqKY3882NLvOoS6X2m/rsL7d1rDXVnoLMuYkIkMu978HtWbx3su+m1hl7BxM4MJy86raxNIV9gwn032SO7vm1Fp6fLt/UZ1zPwKsuG7Ac95qMpESOwUhagsCuF/OZKI9iS8cLlyp4da6KU0vN4N9c18XLM1XUvKn4OlNsfQO/ea6IS6X2tW/wFfDKbBWPny2goZobJrq3dsp+dKGO5y6unyO3a6KrW/YNMUpWGirWmlqvJjX43PV9WaopWGtePz1eM238/am1K1KX1021CKYKLXz11OoN35c+1TomkEYHQ1NQDBsl7/g0FTIV9o+XaTs4tlDvGYB1MykUw4bEswFF/Z2EsNB9h+DpqRJOLTfxUx+aBM8xuH/bjYe4h3hzkIsJ+JMfvh+u6+LYYh3nC+HEPUSIEG8PdAwL/3B6DdXOjVOXHcfFyaXGJmrw9S72WpqJyk1sh4+GF7PhY7Wh4R/OrEHewnn0Rhekpu3g2YtlvDRDMjMLTR1V+ea3/XLFUy7Ge/TS9Z91my5f7zz3crudknhEhZvzM12oynj8bAHmVaaCFEVhsab0TKMuh6lC67Ka7YvFdlAY3iiuS6Pb1pCJctdkCFqTDbx4qdKj2+xoFmYr6/vczaZwXPL58xWyr1tNdDXTRke//kgm23HxymwVHd1CtaPDtB1kYmRSKPHMm5qbatkO7C0+3wVwfLGBl2Yq10UzNm0Hl0odnFpubCnnm6vI+MrJVVQ6Oo4t1vH6/PVr6QtNDZbj4GKxfdVC3D92FzwWyfUeyqWagqWaAsNyUO0YAR3bdV10dCs4Nn7z0Nfc1hUDHcPCWLdGt4tJIbA0srGt2SzXAsNyCH3+FssL1qXNN37NhYXuOwCu6+I3n5zGeCaCx88U8L/eWLrdmxTiMpjIRfE/fug+AC7+7JWFUEcdIkSItwU4ioJuOVio3fg0UjFtzFdllFq9i8GNU7LLLf66f9ytZbxRzFZknFpqBotPPyaD3YJKe6PLLMd1ERNYHBgmFNJ8QkBuC1fU6/3MQlPb0szGsBzIutVTkLk34LocvPcyP19rqnhjvoZvni3c0OcCQKVjgKaoqxrg2I4L1bR7tuVyWsLVhopi69obCVOFFv7h9No1v969jl/Z92/LYt/gtVGHV+oqKh0dla5C6cxqE30xAZ86PIzJfDygKQOkSHloRxb7hogG2J/odp9miWe3vJavhkpHR7Gl4fRyEy/OVLFYU7BnIIFPHR6GyG1oolz3p18ZD2zP4oO785t+7rpuYFrmG3pereCuyQa+fnot0KVaG+j8AKCbxBVb1i18dP8APrr/+l2Qc3EBez0tdksz0VCMzb4D3p/+JtwzlsZ9E5mr0vY34thiHccW60hJPCzHCRqPuldo+hNev1ngXxfJCIf7J9KQulyhu4vaqEAclzXz2i5ww3Lw2ImVoKm0UJXx0kylpzFzpyAsdN8BeOp8CadXmvgX79sBw3bedHOAEDeH+7dl8F++9y48P13BD/zRq3h1tnq7NylEiBAhrgiBYzCUErek9V7zZ7A0Do2kgumQj60mOD4008bSTRTXV8LGfYkKLPpiAjiGhu24wSKypZmYK9+Ys7PAMvjw3n7s6CNGNWtN7apTxcdOrOD0cvOy/+44Lk4tN/DU+WJAUfRB0xTGNmp04XZpdK9v+y9XTBxdqKOlmRhKRXpee7nXn1tt9VBSAUK7HMtIVy10LduB7biIehrdtmbia6dWsdLYTDO17GujaR9dqOHJc0VIHItc/NobD9czWWqqJp6f3trcbCP2DMbxnp25nuO5dzCBXQNxFFsaEhEWA8le6nY+LgZxNgFxuWvfv21ff9Bg2QqmTYoVfyrsw/8IPzfXdsh/Hd2CZTtvao5usaVtSe13AcS9eKC2ZkEzbXzl5CrmvG3XLRu61Xuc/ftM5Bh8+8HBnugc/zzuGSQF/Hg2esPTzJjAYjIfw7cfHITjuHj2YvkKFHfyD8OpCLIx/qrX6kJVxhvzxHyv+7UMTWE4JQWFLcfQuKvr2eqb0bGeLllgGZi22/Ps6b7vLMfFfEW5Zo2ufw1YHhujPykiHxcxmIxs+fpyW7+pnPMwXuhdDNd18ZtPXcS2XBTfd98o/uSf34/P3Dd6uzcrxFXwvUdG8OPv24aXZ2v4/D9M3e7NCREiRIir4q7R1BUXzleD7bhbslg2Lpy7i4lX52o4tliHYTnXtNi5UrG1EVGBRTq6rknrT4i4eywNCsCJpTpeuEToxg3FxMWb0Do2FTMo1gcSYpBjeSVcaTLSYyKzxeK+LpubJro3uk683Pvev6sPD+/I9VwPXzm5iuemK1u+nhQived+Zz6G7X3Rq54vnqVxcDgZFKR+hE5hCz2l47rXpKNdrquQDQsN1UC1c+105utxpa3LBliGuqakBY6hkY0JWKjKAS0/E+WxUFXwymwVRxfqOL3c6NmOZy6UAqqsf034m1fp6HjsxMoV44X8omapvnUjyXQcHF2o4+nzJXzt1CqeOl9ETTHQLcu91TXvK7NVHF8i9OHVhhoUZq67zrRwXBeKJy9Y8SKnji7U8fpcL+3YvwdWmyoWa0rPfbPVdn/jTAHfOHP9DAW/6P66xwx4aHsWG3s33VpjAJivyvjGmUKwH5fDH780jxc92UP3tPVrp0gkUrRLo9tQzaBJ4DcPfR2ubtk4u9rqYTtQXUKGumyAoYEoz+CJc8WrOj+LHINPHhoK8roTIoeHdmS3jBwzbQcvzVTw+nxt079dL5qKed1RUGGh+zbHE+eKOLPSwg89PB48/G+Vq2KINxf/7mN78f5dOZxebmyKywgRIkSIOwkNxcBXT6715IA/PVXEsevIh9VMG+fWWkFWbaGp4bETK1ecIvjTsGudpJ1YauDJ89cWeRMViAGQj2JLxTfPFdAxLNTl9f3MRnnkYsINTSTKbR3PXCwFx6mhGGhpV16oTRXaOLpw+eNKU8C2XBQPbc8iv2EamY8LMGynpxhxXDeY8FDXqdK9XCETF7lgmtiNuqzjUqmzabp2YDiJ9+/q6/nZakPF01Olq0YvURSF2YqMi8UOmqqJY4sN/182vdZy3Gu6Vh7ZmcMD27IYz0ZhOQ5euEyBvhHXU9cVmhpSEg+evfpSu9TS8OS5Is6ttbDWILT8pmIGrrkAejTRjuuiqZpBkbpRy/ii16TZSG+fr8j46slVGJYTZPdeLGzdxNGN9XuvLy5AYBkkRK7n+N6MdnIrjKQjGPBMx2bL8rpEoUdzTppZSzUFU54B1M6+GHbme+N9/EK30NBwZqW55f07XWzjH06vBZNhlr7+sqibWVDpGDi72tqkO3c3/Hl+jRzzq+m3R1LrkZRbZeYGJleuC9Wwg7/7GmCfGt1QTGiWjR35aPAZG6nLwykJ5bYOxbCC43El0DQV1BuaaWOxqmzJXvDPQ/sqz72NWKopwXt8/fHLs9Ursl223M7renWIOwq+Nnd7XxSXih18+NefvSaKTIg7AzRN4Xc+ew8mclH8yz8/ii88P3u7NylEiBAhtoSfn3m+y7WzrVl4eaYS5KFeDX48jG9YsuhNOTe5Lnf9ler+Wc/Pty7YhlKRTQvey2G2LAcLQgBoeM1ikWV66NS65aDU0gKa3vWAoSn0xQS8b5IUeVGBRTZ65SiTq5WiJAOUaDj9otmfGNmOC8Oy4bhusGh3gRunLl+mkFmsKnhtroavnVrt+blhOTi72gyKNR9LNWXTlHqtqYFj6Ksu9i3bgWbaYCgKr8/Vgn3duC8+zfZaaq9cTMBAUkS5rROa+jUahF0Pbfc9kzkcuMZ4n0JLCzTikkDuk1MrDeTjIj51eBi7B+I90zKOofH+XX3YvyGn1988/9xv1OgmIxx25mOgqXXaacqLxdFMG7JuwXaIZtUFcGQ8jQ/szuPhHTl87MAARI655VPcbhwZz+ABL4qLptcn1D3FtXf9CxyDmMeOWKorm6bXfrNnmzd17C50/X1wXFJAqoaNTxwawscODASvWaopwQDpShhMitjXdR40077sfRbk6I6l8NCO7FWbILm4gLGM14zrOu4xgUVbs7DqsRo000GprSEZ4XoytP2Jblri8cBEtsfVuztzNy6yPZPyq51j3bLx2ImVoCBeqik4vlTHfFWG67rX5V59fLGOU8uNHm3zscU6/ubYcqABPrpQx0szFQylRGSv0+Pg5izzQtxWPH6WdP9+6zOHsX8oifu2ZbbssIa4cxEXOfw/P3AEH/+t5/F//f15fHhvHtuuEDoeIkSIELcDEZ7BZD62iTFUbOk4X2jh4R25q34GR9O4ZywdLKyvF9cyPWooJtaaKrblold9bVxkA+ojQOh3Q6kIeJbuWSwaloODw6kbynHNRHk8vHP92NQV46pU1t0DV45wsh0XC1UZKYlHSzWRjHDo6BZc14VhOxjPSFhuaGAZCpZDFq3r5jTXt/2XW/AeX6ojFxOwMx+D67rQTKKjZRkauwfim/J1Z8syZMPCngFSEKiGjVJbw8587KoaXdMmBWxcZNHo0iRvpDwHDrTXsF+vzlZRbOu4ezSFvpiAe8bTV3y9v4/Xk6ZTkw2cWGrg/bv6rupQvX8oifFMFHVFR6VjQE/bODSSgu24WK4rkDgWEa53z1ISD8Fb861P9sifH9zTB9ftLWYAoCobmKvI2DMQDwpZvzH0uGcsphgWpgpt7OiLQTGIsdlYRoJpOz2GWOQLr/14dKOlmYjy7KZzv9ZUoRg2dvTFsC0XDSa2jrt+fkkvg0wwfXOlmMBBYHtPjl9UjqQlvHeyl03gP0t2D8TxqcPDAMg16cIN9vHYYh17BhJb0nG7IfEsJvvjmOyPY6rQQqmtbWrebDw//QkRmmnDdtwrXv812Qio7N1NFooCJvtjwX3GszSOjKc33Xf+o4ZnaSimhWJLw1AqguiG8+i4LgotDWnv2Txfla8YHeZPrP1n2WAqAsWwMZKWMFuRcWaliXsnMhhOba3Z7cZijWiDL5U62D+UxO6BOOICC7HLZfzwaAqHR1Ng6GuTAnQjnOi+TeE4Ln7rqWns6IviE4eGsDMfC27WEG8v7MzH8d/+8WG4AP705cXbvTkhQoQIsQmO62IiF8XhDYufI+PpoMh1PNOay0E1bbQ1q8shduvX9kx0u9xkr0UeybN0YFpzNSREDn1d1N9cTMCu/jjREnd9WaWjo9y5cZfnlmZiptyBZTvIxYSrFnZXgguAY9bf301NdF0yZZcNMtH1X+e6btcimfzs6aniZWN4rgWP7hvA/dsy2DOQQEe38M1zBVwqdWDaDrJRAYlI70K6PyH2mAH50/yUxPc0FbaCyNE4PJra5Fa9kfJsB4XQ1S+UQkuD67ootXWopr1pSFCXDTx2YgWFJjnvF4ptfPNcIZi6Ald3/a12DER4JjAEuhIYmkJS4rDW0HB2tYkzK00kIxxmyh0cXajj+FIdp1fWKZum7eAbZwoBtdcv3Pw/a7KBJ88XN1FQkxEOox5d359wbjRl8+9PksmsYbWh4cnzRTx7sYxKR++ahrr45tkCpoubqc+Vjt5jKtWtq3QcF9+aKgUmS914ba6GM95+dkfVLFTl4Hr1zdVYhgqu8XJb75FVAOvXw2y5E0x75ysy2pq5ZQPnm+cKeOJcMfh7lGeviQGhGBYeO7GCx06sAMCmorob/tcu1xU8eb541Ynxokff7b2HyX1e7RiIetN/hqZQbusk4qijB8fbf4tm2pha643X6j4Eaw0NuuX03GNXinCLCaxn4iUFf79rNIWWauJ1T4p3PQxTkWNw70Q6+DyOoXumz8kIh6jA4rmLZZy7Ql7xVggL3bcpvnmugPNrLfzUh3biv37zwpYPmhBvH3zn4SH82Hu34YsvzuFXv35uS9fBECFChLhdWKgqePxMYZP20rKdoFB5Y6G+icraDdW0MV1qB4u7rWI4NsJfZzrXaDJV7ehoXQPdECBFYreTbU3R8cyFEtpar5nT9r5oQOe8XkwX2/jWVMnTCJKYnJZmwnZcvHipgvNbLNrOrjZxdKHeUwC67rqRF0VR2NVPXHr9iYnluKA9mnSppcOye6nL/mf5NXZbs3BiqXHV7b/cIY/wDFiagu24Af0yHeVR7Rh4aaay6X0HhhN4dN86LXQsI2EkHcEb87WravcoisLFYhtnV3u1eRubKv7fr4Va+97JPjyyM4edfTF0dKunwFENGzNeZq+/2PdNn9Qu86CrNV4KLQ2pCNezYL8cVhoqHjuxgulSBw3VhO2Q7/YLbQBIRdandY7rQrfsTc7T/jb5Gu+tCqnZSgc12YBuErOpjR4hPEtjsj+GeIQFBVLwDSYjSEs8MlG+h1nhYL1pcWalGbiAv3ipguNL5LNfm6viiXNFlLyi3GcXlLcopMazUUxkCRtjtiyj5B337uPgx2U5joumd+3sHohjV38vE8K/h8ttHWdXm9AtG+fXWliqqXBBnl3n11rB/QkAka6GR1LiIF7DuVv1zoFlO3htroZXZ6ubi7wuLS1AXMiBzRP39X0kz7uRVASDSREURW0anpvOukGf47jQLQcsTeP4Yj2IcPPfU5MNaCaZlI9lJFBU732SjHCYzMfAXoerfrfxn2bauFBoY6WhBhKQ9ddd/bMYmupxEZ+ryIEkxnVdHF2o41KpA9W0UVeuLws7LHTfhrBsB7/2+AXs6o/hwFASf/LS/HV3OELcefh3H9uDe8fT+MPn5vCfv3r2dm9OiBAhQgRoqiZcuHhjft0kyXZcnFxu4mUvIi0Z4TCQEIPYko3TJF+b2tEt1GVi2uIvwHpcgruWdGdXm1ipk4XptbAkx7ISdl2F+utjptTBfGW9qegvDjfSM4mG07hqdN/JpQaOLvQWDVEvQufbDw4GVLzVBsmg1Ux7S9dVf3Hd/W1zFRl/f3otcK5uaRbeWKijrZmBthIgVEWGIQWor8/spi5fzqzy1dkqXp7pjbortjScW9ts/OK6LmbKHbw+TxobPEPjU4eHkY8LyHrxJhvzlqcKbUx7E9+maoKiEDjAPjtdxnxFxnJd6Slo/O8yLAe65fQUIQA2nY9rpS67rotMlEc2ygeFYPfEsdDSsNJQ8dH9A9jv5dT6mvDuRfuVJscNxcBkPoZDI6mrbA1BzXd+pgjTAADOrraQj5Mc3b2DieDYAuuxVYEGeEMh5VNTN2pAYwKL/UMJSF3Tyo3xSr4ePhflcc94GveMp3D/tgzet6uvR6NLUxT2DCSwfygJ2yHXxPOXeiOkFMMKjrH/p3/cNjYqii0NLE0FlFmiGyX/1q2ZJ00vUiTmvGfKYk3GqS5XavI68ueugTgoCji13ADH0khKXHCcOIaGC8JE+dThYTy6fyA4jtkof1XaMkCo0QeGkyi0dFQ7Omry1eUJR8bTeO8kOZ7lth40UgAyyX7yXBGO4yIXF4LIqe7LLSGyaMgmHj9bIEZUpo1iS0NK4rAtFw1ih/z9zMUEPLg9C4Glg0K3+05JRjgohtXjt3ClPVAN4jQ968WuLdYUTBVaoCkE1+T1aLkNy8Hz0+WAodAXF6B4zQLHJb8zzq42sas/jvGMdKWP2oRQo/s2xF++voTZsowv/rN7Mdkfxyv/4cPX1HUKcWeDZWj8/vcfwcd+81lcKnfQ0szgF16IECFC3E6MpiOYzMd7tGf+Ws7/ma8tnSt3sFBVEBPYHq0sRVG4f1sGcZEDS1MYzUgwbCdY0I9usYBRvSLYX9wCuOJktaGYmKvI16QNyyeEngzRlMSDY+hNxUFTNfHAtq2jM7rx0kwFjuviyHgm+NlQKtKTjepPBG3HxSM7c6ApCvMVGRRFplkAsMPTTHZTnBmaCgo9y3FRaKpISTzqshnEsbRUE3XFxFhGwlShDY6hQVNUcPyAy9Nt64q5ybjIsBzI+lYuqmR6N5SKYP9QAo4LXFhrkekuQ2P/UBKZDVrBxRpxZG2qREOdiwk4tlDH/qEEGIbCyeUGNI9CvFGGZXo5unGRRVPtpcB241qpy64LvDxbQbmt456xNDq6hZH0+jkaTIpIS33gGXpTY8DZUHBdDqsNDdOlNk4uN3BkPN3j7r0V9g8lMJqJYL4qY7pIpslHxtOwbAfzFRk8Q8OieqnaMYENrlV/S/xNes9kbktN7Z+/ugDNtPFTH5oExxBd50Y9O2FedDCajkC3HMi65el17Z5oLNd1MZyKoD8hBMfe/5Nn6KBwysaEnobO5Q5bSyUUf/+6X2moGEqKXrSY26NHth0XdcUMZApEo9u7DvbPT39CRKGpYaWuotzWcZ93f7IMjZ35GD60px8AKaZsxyWGTi5weqWJ/UNJJK/iKSByDCayUdw7niYROtTmBsNGf4FMlIes20H0jm27+NTdw8F+n15p4n27+lCTDRRbGr7j4OCme1fgaFiOi7ZuIcqzeHA7eUa9PNNBTTEgcgxqioHtAJ69WEahpaKlmlsW4Y7roiabSEnr5/dKCS66ZcO23cC3YDgVgeuSyW5bWy/aTdvZMlJuIwzLQVMxMVPqoD8hIiawgV6YpoD7JtI4PJqGbtlXNa/biHCi+zZDR7fwm09exEPbs4GLY0Lkrsm+PsSdj764gD/8wXux2lDxM395An/84txV9UshQoQI8WZjqa4iLrI9BiU0ReHIeBr3byMLx/mKjKMLNbR1C03V2PTsaqomym0dddnAYk3BSFqCxDMYTkWQ6XIi7l7P3b8tg+19MZIF67poayamCu3L6scElkYudmVXYx/JCNdThObjAoZTkU0xJA3FvCb31XKndzLjo62ZuFBoQ7dspCQOw6kI7tuWwSuzVVwqdXByuRHQiC9XiI5no3h0/wAYmurRunavRadLHci6BdNyYDsOWIYCRQEXi+1Ao+h633FqudHjjJqN8T16ZYBM1BIbivvVhoqLxTa+/eAgjoylsTMfR6Wj4y9fX8TFYhs1xUBfTNhUHIxlJPAMje19UewfSmKlrsCwHeTiAh7cnsGu/viW6xjXJVPxe8ZSSEp8z/5unOgGE8Kr/Mp0vf04t9rCXEXGUk3pMbmaq8h49mIZXz21usk9tru4vZIePRPlg2N3uagow3LwymwVSzUFuuXg2YtlvDRTRUsz4bouYgKLCwVSLJ9cbuBsl+O5ZhLXW582G5gdeTu/XCfRTcsbMnIFj1Vg2Q5cuFvq6n3NbrGto9Qm5lhPni/ipRnSHPBfrVsOnjxfwHxVgevtz0pdRVsjE3sX6xR3YP1avdxx8w27LhbbSEs8aIqC7bpYbaq4WNzgqOy6iHBMUGj5JlY9r/G+5+xKE0s1Ba5LnmPljtZzifj33BNnC3jmAokmY2gKCZG7pkixtmbia6dW8fx0GRSFLY35fEdw//pZaah45mIJdcXApw4Pg2GoQLO8LjMgTTDFsIn8oGujG4oJiqLwwLZsYOq10lBxarmJoZSI/oSItaYaTFwjHIPpYgct1QJFEYZC96NmvqpAMSwMJtefh5pp4fxaa8vc2uW6CoahgudnVGCxvS+KUlvvotO7eG2uhtfnt77+uxEVGLxnMod7J8jvkpZmBo09iqIQ4UhT54XpStAIulaEE923Gf7wuVlUOgb+5z/bi//7mxdwdqWFP/nn99+UuUWIOwtHxjP4T5/Yh//jsbN4eqqEQ6Mp3DN2ZUfIECFChHiz8fp8HbsH1mM0fJdfy3bAMjROrzThuC7uHU9jIhvdVG/olo25ioyqaKClmZgry0hE2B6d7EaYXrSM65IlPM/QyMeFwG3Vh6+hXW1o0Kyru5kCJJKjLy4EFGs/V/Q9O3sXqpP5GNq6hYZiICVdvoi+awua6rHFOpY8Gu9gSoTrkoJ0NCPBsBwohoV7JzLB4tZ1CcXStF28d7IvWMyveYt9jiHZlfuGEtjZF0c6ym/KMp6pdGDZLmiKOJTaG6JZXJdMr7upwPdNZLARbc3CfEUODMhWGyqZWAHYO5iA7bjQTBssQ4FnafTFBCxUFcxXZewTEj2Tl72DCez1IlhyMQHltoZSW8cT54o9BjmXw1ShDddFT+F9uYnu1dy5XdfFjr6oN/FkoBg2ji7Ug0ly93c0VbNn8d/9lRuzUrvx6hyhgQ+lIhjLSJivyJjYMDldrCkotjQUWxqaqoFLJXId+k2fQlND05vAOa6Lvi1iVXwX3WD7vLrs7GoTDcXAi5cqAVMA8AqedgfLdRWqYeP4UgMN1QzODUDMzvYMxNHSTDQUE9kYD56hIfIM+uJC0GTyC9gzK00MpyKwHAfFtuYVnBQ4hobtups0m5ebhPtmUpP5eKCTr3YMcjy63lJoatBMDo7rYtVzTd8/lARFkWeMYTmIi1xAd64rBlYaKjJRHnGRxVpTQ1+cuB7PlDvIRnnoloPjSw0c6VprZaL8JnfirbDm0e1tB9BNB6/OVdGfEIJpumU7mKsoOLHUwGhGQlMxcXa1BYGlkRA5tL39LnpNsvGshBHHBUWRBpGDdYq1D5qm4DiE1k9532FaDqICG+RNx0UuyNmeyBFGwfa+KJnUUr39oFyMx/6hZM8zUzMdXCp1yPN2w3FYbaiwbIc8Y2gKsm7hyfNE5+43B1yXNNAUw9pkFOYjyPemKMS7hnZrTQ0d3UI2RtgCr8xWwbEUDNu5oknWVgjHgG8jFFsa/sdzs/jU4SEcHEliIhvF3sF4WOS+A/EDD47juw4PgcKVaXohQoQI8VaBAoKJB0AW+mdWWnjVM7OZ7I9hIhvFQk3BTLkDF8C3pkoBPTgfF8ExdOBCazkuOrqNmVLnshPTYwtkkuUXaALHYDQjQfKmP/4CqtzWsdrUMNkfQ1uzcHShDlm3rsiImS13sNqV9+oXpBtdm10Aimb1FDZtzQwmHY+dWMFXT65CM+0esyKALEAnvVSEhMihpZo4v9bCn748D4FjYDuE/tlN2/Yp0s9Pl/HCpQoAomdteCYshuVgranhpZkqOl2/H3b0RYMFtp+jS4HoJBuBgQuZKpU9t2Efr85W8ezFXn0lTVMYTJEmxFpzvcj9+IFBnF9t4dhCDY+fLYChKBwcTiIXF3BgKIH5LodcH8cX67hQaGO23MEzF0pgKDowGlp/TSM4Zt3HXjdt6F7x0nNsHZcYIHnXjuWsL7CvBMcFogIHnqG3dFH26bn3TWSCOCQfbY3QK/1oGNshRjm+0ZKPfYMJ7OiL4fBoCnXF2NJHpXs63eqiZPta3POFFtJRHp+8awgjqQg6uhUcG5Fj8NH9Azg4nPT2yUGprQf/nonymCnLaChmzzVJUxRhUMT4YO04lOptNNleAZWLCdg7mMCegQQM20FLNYlG13sdy9C4eyyNu8dScOFCYBlsy0aRELlg3xiK3kSJ33hLui6Jy0qIHEYzEvYOrkskOrqFxZrSY0AkGxZWGoRhMuxRwpfrCo4vNvD0+RKenip5n0tev6s/Dp6h4bguMhJPZA0uOf4Sz4JlaGimjSPj6aAZYTuElrvRPdxxXFwstnu0rONZCYdGUmAZoo9nKKpnXX52tYVL5Xawr89cLOHgcAIP7chB5Bh8+fgKji7UkeiihSuGjZZmIRcXgmJ1tct4LBnhoFk2ji/VoZg2VNMm8UBRHrsH4hBYGnXFQM3Lh87HBBwYToBn6S2dpFMSj2pHR7FLIy9yNIZSkS0NqkzbwcnlZtAk7DZF83OLnzhXxN8eW0alfflGlm9IZlgOnjxfxFJNwWJVgarbqHYM6N59pltOED90LdFx3Qgnum8j/MYTF2E7Lv7to7sBAP/k/rHbvEUh3ixQFIXPf88hTBXa+OkvHcfnv+cQ6ooRnvMQIULcFoymI9g9EA8WhQJLB4s53ynTLwqOztfINMd20TJNnFxuBAvIB7ZlwNAUKh3Dy+iER+t1ILI0zniTjgPeAj4msIjwTKAz1Uwbs2U5iMHwaaEcQyEX5VFsaXAdF4pBJgzbctHLGgKNZ4mW1UdfXEQmKmyi0BZaGj66bwB9cQFfO7WK4VQkcJr1p4CO6/ZQSwFCL11rasjFBDjehMaHC+CRHVlQFIWpQgssTfSCmmVDYBkcGU9jV388yBxORTjURQ4cQ8NyHKiyjaTEodo13fB1i6PpCIotDQxNqMurDQ0tzcQ9Y3xAAR9ORRDrWlhXZaMnJ9hxXI8CTaoFiWcxlIpgey4KFy6+9PoiduZjeN9kH2zXRUe3ILJE33x4NIWUxOOlmQp29sWQT4gotnTo1jqNtruxsS0X7TEuMzyGgA+/wRAX2Z7CvqWZOLPSDIyjrtV12YWL0ytNnFxu4n2TfcjGeIykIoEmMcIx+MDuPKJbOOJaNmExuK5H/3VdNBQjKEaCc+EZdvnuzRsdgQH0aCVH0hH0J0Tolh1Mzx7anoVuOZgutjFXUVBqazgwnAwmuCLHBMfp3FobSzUloLU/uD2LlboKnqVRUwwM8+Q9a00VlY6BhMiBpYlGdyzTWzhopoPZiozRdASyQZyKt+WiUAxietbt9BsTWQwlIzBsB6ZN3lf1iivifm5i70AC5wotHFusYzQjbaLnVzokb5hjKJi2C4aigmeKyNHQTKdnKu1jpaEFubESz2IwSQfHG1i/DnIxAQdHiGGW6ZD4q6Awz0WxZyCOthbBC5fKqHkFtek5MvNMqofF4bguzq+1QA8lkfYm7wLLYCglYkdfHAtVGa73Mx+65YAChajABvsV4RmYtgPdsgMKvn/9FdvEbfulmQrqMplGP7q3H8v1Xhp9UuSgmEQrGxNZvGdnDjGRxVJVQamtYzQdQV+MaJz/4WwBcxUFIkd0+xR67xPLdtDRLbD0ejPJdsi17U9oZ8odnFlpenph8hq/KTSaliCwNE4sNaCbTnCsNNPBroE4Tl7G4f0Vz8jQtB043j3TVE2oloX+pAiGJk2DB7dncPdYOmi2XA/Cie7bBKeXm/irN5bwQw+PYyQdwfPT5WsSeId4+yLCM/iD7z8Cy3Hx7//2FL7w/OymaI8QIUKEeCuwVFfB0BTSEofHzxagWw4Ymmh0j4wTut98RcZjJ1YwVWiDokj8RTdqsoH5qoKqTGKFxrPEHXQ0I2FnPhYs9LrjZg6MkA6+ZwSLjm5B7XIZBsg0oKVZiPAMXpmpwnbdYJuqnctPE2iKwngmGiy8+2ICUhIXPGcdT1cn6+vuyKkID96jHPoU008dHg6ifHy3U2CdSltXDPz+s5fw0kwFcZFFSuKwMx/DU1MlXCy2caGwHp2z2lCx0lChmTZKbT2gzU7kovjgnjwAsqinN0zJXNfFfFWBYTnBdpNCl0I2ymPI+xwXACgKxbbWM5XKRnkMdlHICy0NVe/fHc+g576JDBTDxunlJo6Mp5GMcJjIRSHrFi4U2jhfaKPU1pGMcIgLLMptHTXFwGJVgW6R5shD27O4dyIT5H8OJEXk4yL2DiaCc9Y9OXddsog/OJwM3uNjriKj2NaCRff1mFH5MTiFpgbD6i2sz6w08cyFEv7+9FrPFA0g2s2YwHrXtwuWoTGRiwb6Un+bEyLXM9UbSm42R+s+hRRF6N8t1SJZtSCF7Pm1Fs6ttXCp3EGhpQX3hmoQje5STYFpO1iuK0hF1q/JKe99DcXoWSumIjxyMR66ZcOFC9N2evJqAQQNj+WGippsQDFsnPX0zMQVlxzfjm7huYvlnmleXGTJ8fGOVUriwDAUTJsYm/lGUlsdB3/yN1+VkY3xUE0b/XERmSi/SSsNAMkIGxz3lYayaX3kU32PLzZQaGqE6tzQUFOMniLv2YtlMDSF82ttnPRYBSLHIC3xPY0V/zzdN5HpuVeaiolvnCng1HIDLEPhgW29MgCGJuZU27vckJdqKl68VMGlYgc787Hg2ucYGopugaZIw2W2IkO3HLgbprCVjg7VdPDwjhwomhzr+aqC1+fqSERYjGckVGUjcD8fSkbA0lRAdaYoqqfhMFeR0dEtDKV7afr5uBhss8/MMWwHmRiPI+Np5BPkOER4BgNJEbv644iLxNV6NEM8GPwi13eM3wpRgcVH9vZj31ACxZaGmmxAYGmwniEc7zVWX7hUwfx15n+Hhe7bAI7j4j89dgZ9MQE//eFJnFhq4Af+6DV8+cTl8wpDvDMwkYviNz59GA3FxF0jqWvK4wsRIkSINwOnl5tIR3kcHE6C9TRiimEFHf+TXryHabs9rsd+AWtYZEF+qdTBubUWXrpUwUpdRT4ugKYozJSJ0+tYF43X9iYNpjc9iwlE0+tPdCmQwkb2XlOVDUwVWsG2XC4jw3FcPH62gKWaHGxfRzfxymw1oJHOlDo4sdTA7v4YSm2ipXzPZA77h5L44J483usZQs6WO6h0NIx4U28fLoixzqnlBiodAwtVBYyXPes4REPb0S08tCMbLHT9CdXZ1RZemangzEoTlu1gttzBX72+hKZKioGDw0l8YFc+OPbdtcPJZVI0MzSZ3IjcOgXTdcm+ZyS+pyi/dyKDHX2x4O/JCIcIx6DQ1GC7LpoqMdw5tlgPKM/+FEhgGSREFgMJEct1FXMVGYbt4AO78pjIRkHTxPn2YwcGkU+IGE5FkI+JGEwSN9xX56o4t9pCxTPz6skP9v6cLrZxark36mh7LoqBhBi8al2jSyQ/l9MFAmRaun8ogR35aEB19wu+7mt3oxGP6ZBrzLAc2F5Bfna1hVJ7nfJp2i5en6/BdtyAZrnaJA2MN+ZrQYFBdV2chaaGowt1FFpaQDVerpMiVmAZOA7RX3Z009tH8hm+XnE0LWEwJQYNl2nPfKyhmj1FXUxkUWzpmK8okHULp5abgZ7YB0NT2D+UwFCSmMQNJMj9lo8LGE4Td13am7qKLINjiyTz2XJIzI3luDi32oLjujBtF/MVBZZN/r/A0pupy96fsrff+wYTmKvIOLfaQk0xEBfYTRpRHxeLhJFxaCS1aerr77fqUZ0dx0V/QsCZlWZwjZxabmChqgTRWqkuE7W+uBDICI4u1PHYiRWYtoPX52s9OtFVrwh3Qc79sxfKPdceTZFn5emVZmBWd6HYRkLkcGyxvilSa3tfjDxjGRrjWQnbctFNTsMcQ8NxiWPzt6ZKgbtxSuIwVWgHZk7DqQgc18WOfAw78zHs6o9v6bqcj4vEY6Dr3KiGjZUGMY3z9wMgzxqOoWFY647KbY0U+xeLbUwX23A8xoPA0kEjxLQdfONsYYuzSMAyNCptA6sNFbJOZCCuS5oxL0yTZyFpVmxuelwJIXX5bYC/fmMJJ5Ya+K3PHEZc5HBoJIX/8YP34pGd2du9aSHeAnxkXz/+1Yd24refvoT7t2UwVWjj0X39eHjnZme/ECFChHizIHIMvuXp33JxAYbt4PxaG6/N1fDIzhx29cdRaGmQdQuXynJA+fMnNgNJERLPIhvjAz2s4VEEOYaGYtgYzbBB3iwAvLFQh2LYeHBbBjzLQPQWb930NZFjEBVYrDRUjGeiWKyvu+hezsHCN7qhKCqYzvjFgb/YzcaEINLEcki80VJNCQpEjqURE1j88UvzAMgCfeMEKBvlSfSJt0/LdRVtzcJcRcbDOyIwLAf5+Pp0iGNoRDgGqklMdWbKHWRjPE4tN3F2tYlDI0k4jovpYgcXi+2AgklTwK5+EgGTlngs1mQ8c6GEVITDSkOFYTnYN5QgUzyH6Dm7KdrHF+toa1YwNW4oJlTTxmCS6KqLLTkoJB/cnsUfPjcD03bx1PkidvfHMelRczNRHos1BRGeAcfQQaFQbGo4tdyAwDKYr8pIeKZAPg6PJvHFF+e97zYCWihAFtya5fQU5qsNFWtNDQMJETGexbGFOqodHWdXmzgwlAqMcTZGFQGkABI52jMv6tYDk/3LJ0QSQzORwc58L+XYtFxIPLkOTYdMQ7NRPmhQkHNINMsd3cLB4SQGEiJenq1iOBVBW7O2jG2xutgP/d6U7GKxjWSEw3sn+1BoqrA8rSJApvrfcXCQNExoChLP4PxaG5P53s9oKCaOLdYD6YBlOxhJRzCYEtHSTHAMYTV0w7AczwiI31RgCSzR6FJehM7ugThiAtGES969SYGwMjiWQloSgsnuWCbaM0lUDAtNZb0QjwoMBpMRbO+LBQZrbc0KptjjWamnSEtEODgO0bJHBXaTTtqv2fYMxjFTkeG4pIGzdzAO1yU508kIjyjPIO6xBoa9iabh0fb9iEffvXqlQRpz3QyAnfkYYgKLqbU2GJqCyDOBczVACsSgWPQehkfG0sjHRXyry/Pgw3v74bguKCCITvIbehtZCskIB91yILAUoZXrRKN7/7YMDnEpFJqEkVHp6Hj8bCG4HuCdOwo9NS2SEofzhVbP8zIuskhLPEz/HvH+0XVdKLqF0ytNpCIcduRjwb0scgzu35bBQlXGsSXSmIpwTtA8upzjtm7aePxMAfeMpzGejcJxXCzUFMIIoIn79orHMLhehIXuHY66bOC/fGMKD23P4jvvGgJAum3ftq//Nm9ZiLcSP/ORXTi53MR/euwMhlMRZKN8WOiGCBHiLcNoOoJtfYSmmpKIC6u/CPbpg3sHEyi0iFsmQ1GBG/NsqYPHTqzgkZ05PLA9A46mkYsKUA2SkTtVaEPiKcRFEqeSljgkPIplX1yEapCpoeOSBdFUsY10pNf92HdUVQwrcBy24W45vQDIIi+fEIKJMkMTk57x7Pr0JBPlkZY4zJRlPLqvHwNJEY+dWOn5nO5CqttwyLAcXCi0kY0JxITKi4yRPFqoC+DAcAKJCI8TSw3wDI19QwkUmhpU08bdo2l0dBMPbs+SHFHvczmGRseyYNsk89NyXeTjDCiKgmLYWGmo+PDefixUZUR4BhRFFsn+FNZ1ARoURtORHrrtalMLcisBBFpP//j1ey61O/pisGwXlQ7RpebjAl6fr0E1SYHNszTum8ggyrN45mIJQ6kIdvbFcHSRTCt9h23fJAcgrtZ210L+xZkqtnnTZdclU1TGoy/6KLa891NAXTXx6nwN4xkJmungxFIdKYlDR7fwgd35TfnHLc3EqZUmzqy0cN8Ei764gKGkGDCm2pqJmMCi3NHxymwVoxlpPRrHdQPd4GpDxUg6AqsrNgYgDAbLcTHnFVe242DfYAIMTX5u2g5em6v1RNeMpCUMJknjQ2BpuC7w3sk+QhteacK0HTIt7aJ1swwdFE7n18hk0y8k9g8lsFiTseDFxpxZaWK+KmO1qaGuEI0ux9A4NJIKijsfmmljoapgJE0Kc1m3sHsgjqa6HrNFUxR02wblkgm4bJBJ7kJVQUe3cO9EGst1Bct1BQ/vyKHS0TBXkYlW1o/YqZO82F0DsWDbiemZGxRcftNney666V6+VOpgLBNFTTagmw5G0tIGjS75npTEY/9QApbtoCqb6IuLZFLOMRjPEvbIgeEknrlQQtWjT1uOg4UqKbS6o7LOrDQDoy4fHEMjFxOQinJY8WLYuhtxlkPowgmRDe5/jqF7DLa6UenoWKqrSEkcWhox43pki8iigYSIumJgJC3hmYteAzImoNBsotDSsDMfQ0rioBg2pottVGUS+UYdIMVud+3c1kxMrbWxZ3C9sVNTDKimHZwv/+i7WH+v35Aay0hQDQvLdc177lDIxwWiFc70Xl+650MAEK2+n79N0y5myx3MVeQg6k1gGfAsjffsTODwaAp/+soCdPP6JHxhoXuH49cen0Jbs/DLn9oPiqLw568uQNFt/Oh7t10xzDnEOwsMTeG3vu8wPvHbL8CwHfzAQ+MAEHRzQ4QIEeLNxFJdxW7FwFxFBgUKB4YSgUbXj59ZqMpoqSYcBz2FS9wrNJqqiUpbR1wkE87RjIRKR8e2XBT9CVLQnlxuoq6YwfRvZz6GhmKgrZuYLnZQlQ1Ytouzay30JQRQFAXNtFFu6xhKiZB1G4kIi7jAoqYYweLYtB2cW21h/1ACLEMH+awAcHqlicOjKeRiAlqqCc1bSNU8iirRMZL9OTyaQrGle4tXMp26ayQZ0IV9x9xzay0s1xXYjgvFtLBQlZGPk4m2PwX5b9+8iM/cPxY4FPfFBYAi32M5DhIREg+iGDZ29kVh2mS7YgIb6JT9p7/juoFZjeu6EDkG901kMFVoYcCwkYyQxW42JoCmKRRbOuKR9QVjf1zomfr456+tW1ANYnx1SEoRV9SaEpzzbX1RLNZUTJc6WGtqyMcFRDgmmGDnYkKgr2xrJj551xAElsYbC3UAbWSiPHiWweNnC7h7NIXjS40eY6fFmoKEyGH3QByW7cKvH3iWgma6UA0bHL3ecMlGeTRUExVPm13t6JsK3Vdmq0HBVmiqMDdodE8sNXBurQW+TBM36a5cZpElE/e0xEH2aNvDKbGnCLMdkvE6kCDUbN2y8d7JGDRvSq+ZNiodHdWOEVwvAPk9X5NJ9FZLM5GIsOhoFpZqCpa8c+sXsm3NxNNTJcxXZdg20VBPZCX0xcnnHV+s4/xaG9tzUTywPYu2akFkGWSiPBiKCmihxNHaRk02UO3oaKhm0OToNj/yjdaKLaKJpkCmxS/NVJGK8mhrJs6sNhETWKQkPigkYwILmiKUXgqOJzXwr1kQSr33d7/wL7Y07PEkALm4gLZqBo7CPlwvbmkkTRoUTdXclKvs01wrbR2W40ISGJS8HO+Neu/1hhuDTx4egsSzAc17JN0lpXBc7BtKBIZgjuNiraXhjflaEHW0oy8G13WDNbpluxA4BiNpKXCcf+JcAatNDRNZCdmuotl1iTGcxDMYSERwcrkQXBvdn1lqabBsB3sGE7jQZaj3/HQZaYnH7v44qrIOy3bxkb39mCq00NJMaI4Lyvufz2B4eaaKqQLRYG/vk4LvObXUxN6hRHD/+N/tuqTA9eUWAJnkXii2vek7kWaMZiQ0VRPVjtHjmE4o7OT/z5Y7cFwgLXH4+IFB8CyNi0ViThjhmKC55d9fl0qdHn30tSAsdO9gvDBdwZdeW8K//MCOgBb0xnwdDcXAj71v+23euhBvNdJRHr/3T+/BP/6Dl/Gzf3UC//E79uEn/+IY/tun78L+oeTt3rwQIUK8w3FuteU5wzqgKKI1VQ2yeOc9x02AUEC76X0jaQkf2ZvHYk1BoaWh2NbB0hTOrjZBUxR25mOQdQvTpTZ29EUxnIqg1NLIZNV10VJNLFRVvLFQh8QTh9NMlO8xH/LzMysdHYqXDzqeXZ/EzZQ7mK/KiAosduZjcOGi2tER8WiL59dIhNGxxTp+5JFtABA4AR8ZT2OpriAT47EtF8V4NhosBon5E5mAjqQjAV3b9qioF4ttUCCLu0yUTOtML76FZ2l86bVF3DOWRkxg8fzFMh7YTiRJ06U2NNPBaFrC/uEEOJbG1Fobu/rjiPAMDg4TCvOst43dutY3FuoQGBo1WUdbs+ACmMhEMVuRUfemOuko16N7vHss3TOVTIgcslEbLdWE5Thoa04Q25KLCXA9wyu4wIPbMyi2yCRnuUZydHf1x/GRvf3gWRqLNQWZKI+9A/GgQMjGeIykI1iuqzi11EClo0NgaAynIjg4Qn6ftTUzMOlarCmgQOHwGPm3/UNJqIYNhqagWzZSEslN1S0HE9koYgKZBHYXKf5xamkmHtmZQ4Rj0J8Q8eT5Io4u1PHhvf2ICWygEadAJlURnoVhrReaZDFPBQXbpZKM4VQkaBTolh1Qb3f0xTBT7qDoXc8RnoHEs3hoRxbFphacv5W6ikIX9Xa2LMOwXRwaTgbN7IxXQCqGhRemK0ST7hX05JpGYIC14sVmFVoaptZaOLpQx6fvHYVsWLhUIm7Qbc3CmdUWKh0DPMNgua4GxeJdI8lAi8yzdPDntlwUxxbqXu4pi5jI4ZXZKhIRDq5L6Mi6RXKJIzyD/riIZy6U4cKFxBPzqEpHh2rYAf3ZP47r353CJV9jrBhIS6SQ7m7sU16Ez9RaB//6I5OodnTYXkyRD9kgrudjGSnQiSYjHE4uN3DveCZwbD84nMQzF0i0VreMYDgpYqmuBo0vgBTjp5YbSIhEw37am5QD8AzEaFwqdnBoOBVMgv39Or/WQn+SaNRXGiqiAkuuX9MOJBIugD0Dcbgg0oiJrASOofG1U6uYq8o4OJwETVEQOMJwuVTqwPT08DPlDuIih9MrDbQ0EwxNYSIbRTrKYbI/FrA6umdkjuOi5Bm6xQQWRxcaGMtEwDIULMdBtaMH01t/puI/azTTBk1R4BgKSzUFZ1ZIM2ShquDQSBKmx07YSH93XfLsPbHUwL7BBEzHxYUC8TIYSkWgmTYcF1BNm7i/2w6eu1iG47EparKBttcMuhaEhe4dio5u4d/9zSlM5mP41x+eDH7+G993OHTefRfjrtEUfuk79+M//N1p7OhbJPECdOgpFyJEiDcfEZ7BubUWGJpCXTGgmTYuFIlG9z2TRKNbbBHTprLnGFxp62jrMsazEs6vtRDhGKSkdRfVpmri6EIdcZGDZpICutrRcWa1hfsnMnh1rkaia7yFoGLY2JmPodw2iM4SRK8YFzks1BTs6IvhQqEdmPYEE88NZp+O46KhmuiLCchEeRRbOs6tNsEyFDiWvGtnPoa2RznmWQYsTQyz0hKPb54tIClxeM+OHE6vkGKMZ+lNecA+LTol8URbW+pA1olGNyqw0C0D2/uiGEpF8OXjy3huugSJJ9+lmcSEyrQdrHhFCEOTadyxhTo0k5jP8CyhsO4djEMxbORjAhZqCk4sNbFcV4JYmI/s7ce5tRbmKh0UWzrGM+tTrbOrTVQ6RiCLKnjOp0fG04iLHKYK67TsI2Mp/OHzs3ABPD9dQUe3MJKOgKEJXXGtSYo6kaMRFQhdsyYbuFjsYChFCoMIR69PDCkSMTRdJMVNoamhPy4GjQxZt6CZdg/F1tfoDiZFDCbJd2sm0ZaOMBRYhkacoTdFRVVlA4s1BUfGM7Acp4cGuVJXoRgWJvvj4BgKA0kRpu3iDc9YiqEpNFUTPEMjLXFQGjY000ZcZANKNgCILIO7R9OoKwb2DSawZyCOvz+9RqaEXnGTj4uoy13XSlfxsaOPaFmXagrO0RQe3J5FTTaQkngohh2YfR0eTUMzbaw2NHAsjZdnqtiWI0X6SDqCi8U2FMPGmZUWHBd4eqqE/oSIoVQE41kJbc1CVGAxmY9jz2Ac25eJMZfA0qjKBrJRflOGKsfQMB0HlkMmtpP5GOIiB46h0FAMYiZmk1lhMsLBcl2wDLn+fbOzsyvEEXrPQBzZqBDok2MCi76YgMGU6Lk792p0RzMu6K4DlRA5qKaFb02V0BcXsFBdj69yXRcxniXZuNko1pqksMzFBBwaSYGiybUV4cnUMBXh4WLdRE8zbaw0VRRaak80Ds+S6/aJcwW8Z7IPJ5bqcAEcGSP+KVGe+AUIXT4DlmfaR2KHyM/3DiZgWE7gCwAQja7fQCu3NMRFDukoT0zrNAt9MYFUwhQ5tn7h2lBMfP3MWuCC/oHdefyvN5ZQauvIRFU8PWUiLrLBZ9MUiR2DSzTDnzo8jKMLdVwqtREXueCeiAlsMC0XOSYwT3NcF1VZx9nVFlIRoqFteedI4hns6IuBpSkcW2x6x9JBOspBZBnQNGkQnVtrkTgjhgZDuxhMijBsF3GRDSbccxUZEs+A845ZQzWDJtTTUyUonfVJ9pUQFrp3KH716+ex1lTxt597JPgFL+vkoRQ677678U/uH8WxxTr+6MU5/M9/dl/g8tnSzMA4IUSIECFuJUbTxBugrVngPRMm0aOW+eZNu/rjeGG6ErjXGpYDmqagGBbOe/rVB3dkwTM0RjMR6KaD+SqJtSDGLywulTrIxQSIHA2WpgKdIEUB/QkBxZaOU8tNjGUkJCN8YIKSiRIX4fXpy/rkB1g3c/GnGRRFYTBBJjYsQ2PvYBwUKKimDV8hmIxwuFQiReF33jWE0YwUaHR9PW7Si5GxHTfQSfrf39ZM2C6Q9Y2KKATaPpoix5RjyGRbNWyir2tpUAwb37a3H/NVGRxLo9DS4MIF7U3AyOeSYqImGxhIEupsXSYUz7tH0yi1dSQ8yuFCVYas28GxuFjsYDQj9eTmLtYUxAUWmmlB5FhEeQY1mRQ2NdkADQppicdDO7JQDRst1UJ/gjQJ2p6OcDApBpRplqbw3HSZRAd5v6OaqonZSsfbJjU4H5P5GE6trDsqn1hsYLI/HlBZbYc0Gron0P55d11ANki80ahXCF8otJGIcGhrFt6/qw/LdRWT/aTIkngGfXEB51ZbOL/Wxv4hGgMJEf0JAQ3FCHTEu/rjiAtc0JBZv24AgSORJ47rBjTebtA0mYatNPwJqYtDIynYjotCk8Q6nV1t9cQ7DaciGEiQ4t60HXAMjf1DCWimg5dnq3BdF+W2hrWmFtxvNAXERQ6TeTYwd2MoGqeXm2ipJnb1E5Mgn3ZfbuveRNhGlGfBsxT2DMTRnxTA0pTXiBCDqBqAmCIFGl3FRE02sFhVMV+VMZmPQTcd7MwLWKwpaComlusqGqpJWBA1BeW2irtGU5B1C8cWG6AoYDBFppqlto5Tyw3sHUwEx6HU1vHyTBWSx22VeAaKQTS63ZNB03ZwoUio2T7Ve1d/PHBhdt11c7G4yOLQSAq6ZaPQ1JGN8dAMG0fG08hEeci6hcn+GEodLXBFNm3HO15uj4ESTVFoqSbKbR198Zan/02iPyFAYGmU2jokvlej67rEKyAtcYh61zDv3Vfd8DXFhaaGlYaKjk5o5YphY08XG8LHRDaKYkuDwNGYLnZwYDiJlMRB1mxUZQPJCIe6TBozs2UZikEaM99512YzKt20YXtu7PNVeVODyL/2AUI596e8fQmSEZ6N8hCGEhBYOnjO+BrisayE82ttjGYkIkvo+uJTy8RJeZd3fy7XVSzWFKQlDmMZKcgePjScwqGRJP7YK36vB+Eo6A7E89Nl/MWri/jx9+8IdDDn11q491eexAvTldu7cSFuOyiKwv/5qQPYM5DAz/zVCSzXFfzJS/P46G88t8mmPkSIECFuBZbqKpqqCYlnUGnrELxcw4PDSRwYJnTSN+ZrWKorKLX1HgMTnmUQ4RhM5uM4vdzE+bUWDMvBQFKEwNJIRTgc8vJyAbLg2z+UBMfSGMtEMZAUYVgO2pqFrKfTiwoszq42IeukiF6uq4h4dL5sjMeegThKbR3HF+s9eZGBoYpLolYA4qQs8WxQaLS8CJ+NLq4AiaWZyEaRifJISYQGuS0XRVwk2ao78+sRPYWmhqUaiXGZLXdwqdSB7RD34B35GE4uN9FSrcC9+MRSI2hkd3QLiQiHyXwMI2kJuwcS2OcVBHGR0I5dd53KaTtuQH2dLrUR4Rm8ZzIXxJPs6IviW1MlHF2og6YplNt6MDVzXRdDqQieuVjGF1+YB7CuiXtppoLffnoaf/bqAi6V2lisKXhtroZ9QwnkEyL2DpDFbU02cG61haWaApamwHhaxOFUBE94DshRgcGR8TQ+tCePwRSZgEo8C8W00VDI9FjkGIg8jafOF4OJbyLCYVd/rOc8+hTdtm4F9N2UxCMT5eGCNH4dl1AiZ8odLHqFW1RgMZKKQDaIvrnQUmF6pmmW7eITh4ZwfLGBs6stnFxpBN9nesVihGNAUxTaOvl8iiLa6m56q2E5oCkKyQiHSkfHcl1FMsIhGeFA00BV1lGVdTQ3UC8Z77xMFdqBkdVaU0WxqWG5rgbsrVPLDaw2VDw9VcLJpQaOLzXguuTay0Z5VGUdpbaOi8UO+hMiDo+QAighcehPENp/QzECd+WOZmG1qSEV4VBpG2goJqICi+W6GuRVXyi0UWhpKDQ1ZGMctmWjqMo6Xp2votIx8NiJlYCGnYsJsGwSh7RO5yb63OW6GmjPZd3CWEYK6p6ObsFxSJRVyrs3s1EeCZFFqa33HCuaIhP3fEIMmv3dRl0uAEUnplqqV+DNlWVUOjoasgnDyx6WdQu2g+BamS51sFCVIXjPrHJb74lDsmwn0JAv10lk0Vylg6enSkHhOpQSMV1so6mYXsY30T33J8SA/lvu6FhrahjNSEEWuf81IsdgMCliJB0J8rtLbR1N1QzugbWmisfPFqAZNmZLsneMbTxzoYxL5TZ29sUgcjTKHR3juSiG0xHSPGSoHn+f1YaKx06s4LX5Gqa8c3xurYWmakI2bDA0gmxmCmTSrVs2Mp5GNyFySEk8dg8k4LpAuWOg2NJgOy6G0xHYjouaTNg3SzUFRxfqaGrrBb7juuAYGqsNDXePpTCYEjGQEKGZTnAsADIV993qr9d5OZzo3mEotTT87F+dxK7+XspyTGDxvUeGA+1KiHc3IjyDP/j+e/CJ334Bn/vzY/jV7z6Aj+4f6DHNCBEiRIhbiZWGhh19UbA0hcdOrMJ2HMhdGt1zq+v01myUB02RxavI0jgwnMTJpUYQs1HpGDi+WEdHtzCYFNFUTVwstrFnIA6RY3BiqREUeQ3FQLFFtLeOSya7vunRWoNMQBmawnJdCSh0LE0hJrCI8iSGw58yB2Yu3nRsICECFDGkmshGsVhTsF8hBaVvAHT3aAqrDUJhvGs0hb64QCbRmoULxTYmclHYjos9A3GYtosvPD9DXFglHi3NwnxVhuW4sGwXsuc0bdpOMK3yKYSOta4Lni61UekYiHAM9g0lyBRwrQXJi1L68N5+aKaNRW+S59M/GZrCudUWDo+lUGxqOLvSQlXWA+1hLkYmMKkIB4lnAjrjweEkvnpyNZiixkQWQykRNZnQHhuKifmqgvmX5ok+kaeRj4to6ybuGUuho1ugPSfixZqCiVwUHzswgEJTI9EzPIM9AwmMpCVPfuUGWsXZcgct1UKZ1ZGMsJjIRlFq6z1awvmKgqqs474JYoBz10gSuldQtjUTDE2KTdWjtscFFppl4+6xNGiKFEbn1lqwbAcnl5v40J58oNFda6o4u9pENipg31AimJiqhg3ZsPCh3f04v0bMfByQgsLP0H38bAEpiUcywmHUo1Wqph3kOO/oi2GxpqDc1qFbNmbLMtYaKj64hzhj++dvoSoHBloAuW9my52AAu4XFzGRwUpd9aik6/rPgaRH9aZIFrPPYFiqKWhrFhqKib2DcUg8i9myjOcvVTBbllFXDNQ6BlwAHc+xvCobuHs0hapseDm+NDTPHGj3QBwzpTZqio5cTEBM5PDl4ys9TMO2ZuLkchMCSyMusji72kKEo5GNCfjo/gEcXagFlN2oF00ErGdi3z+eCejCdcVE2jO78ifd/nXOUBSmCm18bP8A+uMiDNsJGAOu68JyHDRVA6/MVQNas8QzOL5Ux86+GIotHZpJ4pb8mJ+4yOKp80XsHUxgPCuh1NZ7op8M28FSXcWOvihSEo/Vhgq7gcBZOBkhzsu65cB2XbA0jQuFNgaSImbLMrJRHqMZCSt1FZkoD85jvPiNKwB4eEcWJ5eakA0To+kIWIYOCrwDQwkI3jPAdjScXWuBpSnAJRru0bSEU8uNgCUzlpEgsgy2ZaMwLAdBXgsFuA56pqMcQ2HWc61maSqY/vtw4OLsagtjGQkCx0DWLeIkbrs4vljvcZ1PRTjolguepcFQFHb3x7HW1FBq64F5HED00RRF4dRyAxcLbYg8A9sh7BXNtGHZDgzbwWMnVpCSuKCptnG6fSWEhe4dBMt28FNfOg7FsPCX/+KBHurDaEbCr3zXwdu4dSHuNIxno/jN7zuMH/mTN/AXry3hV7+bXB9+pzafuD5nuhAhQoS4EuIiiynP4ZNlCLX4UqmDF2cq+ODuPLbnoyi2NWimjWJLR7Gloz8hwLIRFLkRb5FW6axPaNaaGtoaWZhppg3VJBmWUYHFq3NVQl32Xqt52a4Xi208un8AqmmDYYBKm9BORY6BZtpoKCYs20WEJ3ToV+eqGPIyPgEydVMN8lmWRyktt3VIPNEQl9p6EKniuC4SAoeowGCqQHRp1Y4OjqUxlBJRaukkAsgFKWptF9koofX6RV6UJzm/bc2EYpCCh8Qh2diWi0ISGJzynJslnkGEYwEYKLV1qAt1mN7ny4YN2bDxymwVmmkHpl/rVFdCdazJBk4uN9DRTeje5G4oKSKfIAVhoaVhWy6K+aqCU8sNNLyoE56lYdpOEBOTjwtkYd5QA8YQoYoCtkMmdYphYyApoi8mYCIbRaGlwbDJ8c1EeYykJZxdJYZIfqPjYuDQCjAUhbGMhAse7dSwXDyyMwfFsLBQVdDSTMie5nqppmIgSYpT//oqtnQMpyLQLRLBw9CUly3LbqJg1r18ZYGlcW6thXJbRz4hQPLOz3PTZTiOi6inDVyuqXh1rhq8v9om5jz5hIiG59DtuC5GuvTDCZHFvRMZFJrEPfiA10RwXGL8s6MvhrTEYbG2Xsl303LvGklCMYkWN80x2NtPYrsm+2OYWmsH5qSHR1N49mIZ5bYOjqFxdKGK0bSE7zg0hLWmipU6yU/2J/fltoFsFBhMipjMx7BSV8EyFOIRDveMpTFT7qCjWVAMCysNFYNJcZNG17AcaJYDzXDAMzQM00aEJ07UA0kRqw0VqjeNy8ZIDJnIMUhJHHb3E6f2MytEn7ktF+2JqokKLOIRLrh3AFLw+9nUw6l1123HcREVGDiuG8RYXSx2RQsBiAkcDo2koBo2Ihzj6T953DOWDmjNrBcVNZqWwLM0Vusqqh0D+TiZKjoOcW72Hdp9x+2maoJlaEg8g6ZqYd9gAtPFNomG8rZhIhsFQ1MYz0iQDUIN9rOgDwwn0dbMYAoOAO+b7ANAKMKrDQW67ZCikqUhDSXQ1qzgfHTL1CiPiFxs6bhvWwaP7h/Al15bQKVD1oKvz9XQnxThui4e8mKKXrpUxWBKxHsmc55Gt4b5igyWplFqkwzemmxgOB3B1Fob/UkBDEWahzRNodhUMeVFwdUVMxiyJEQW2/tioCjgzGIDAPFVKLd1DCRFHBlPB8Zb/r5GOGJC19Yt9CdEiByNmCjiUqnjUcHJ623Pydn2NM+Xy+TdiLDQvYPw3564iNfmavitzxzuCSl/YbqC/oQQPNxChPDx4b39+KkP7sTvfOsS7h5N4R8dGcG/+NOjkHULX/2p94TRQyFChLglGE1HEItwpFCkEJjq8CyNlmpipaFiZz6OZy+WwbOk2Ix6DrNzFRnlNsmjfHBHFhGOGJw4jotLnvur45JF0nxVAc8SE6O+mADTK9JiIouCNxGYq8gYSkXwWlcBkonysBw3KKB1y4FhGxjwCp0ozwZOrx3dQkszkYnyOL/WRj4u4K6RJCSBRbmtBzq/mEByfQtNDd9+cBDbcjF87dQqdMsJNIw7+qKQGRsUxaAqG4CLIHaj2tHBUBTiIgfLJnrltKfX5RiaxAmBRLcohoW7RpLB1ONj+zOICsy6szQAlqEwmY+h4xWIjksojUOpCGiKQrGlodIxsNfLwhxNS4gJLE4tN4lpl0Co3RxDBwvoCwUy5Zwpy0hJhFI6XWwHxYXAkamvX8gMejTyGa9QH0ySBenZ1RbeszML13Xx4LYsnp0u4Y35Ot432RdQvf3tBtaLG4amMNkfx7nVFrZlo5irypgqtLBrIBa4u/pRUCJP6NlRgQlydHVvUr/iZdoChGbrT8v3DSZwbo3ESgHwYlvEYJLq6xa35aLgPLp1xyBFmO2u665NywHH0uBYGgmKg1//Ud61xXb9rqUoCo5DnGWPLzW8xgePckdHQyFZtE+eL6LQ1Em8DoChVAQDSTGY+kd5BneNEG3rpVIbUe8+KrU1ZGPEoMj17pkIxwRMAJoGnrtYRlM1sWcgjkJLh2raQaSRrBNTpBGPMnt+rYWWSuK7lusqBJaGyJEpa7mjoyYb0EwHO/MxLNfJMVusKaBpCoY3bUuIHBSDFKRrTQ0dnWh0yRTSDBowr83ViCP3QAyJCEuaMUsNHPSkDzQF1GUDz02Xseq5JMcENiiKu4c/DdXEXEXGgaEkTi01sVJXcf+2bGCa5rhuUHBGeMKKUAwLxRZxWm96OuKRtITluoJsTEC5TVgjLE1hviojLfFYqCmgAOwbSnhNKxaG7UJWSITVkfE09gwkkI8LsB0XpTaJS/vkoaFg/ZWNCbDbGnIxHpLg5+hSJG/c0/cDJNLLdV1cKHTQ1i1wDB3EOk3mYxA4OigYXa+5slxXsWsghrOrLdiOi3JbD5gNhKpMCm/fjdp3zo/wTND0q3R0zJZl6JaNHX0RdDzjLMtmAVCYrXRQaGlIiCTWrKNZYGgiXRlIisjFBYgsg8FkJPAQuFjsICGyAQNnpiwHcohuCcLp5SZEnsFIOgLXIY3CtaaGqECeLWtNwtjxC+iK90w9v9ZGjl9/nlwJYaF7h+Cp80X8/jMz+P4Hx3oC6F3XxS9/7SyyUQFf+hcP3sYtDHGn4me/bRdOLjfwi393BttyUfz8R3dDN52wyA0RIsQtw1JdxTAnIRHhCDU1S/S0u/IxYhbE0Fj0ppmWTRaL23JRND0jKc1ycDAj4fhiAzxDoniSEgeaooIiIRMlVF8KwK7+GKpe0ZqO8lAM4r6aifKoyQYSIqFgEhowsY8ayUigQGi3Es94U2UNK55BjsDSoEBB0UnEiu+AWmrrGM1IZMpWVcB7MTD+wh4AGIoUZR/YlceFYgvltoZSS8dMWQ60vfk4oVSrhg2BIyZSmklo3QtVBYan7xM5BhNZCSeXSe5oXCRuvmdWW5jw6JLFNonrGUtHQdMkMmh3f5xMd3gWhjdJ9Y+dZTsB9fX8Whu7++N4YHsWL89UMZaRwNAUKm0Dc1UZR8bTqHTIFDAl8aAoKsifvVjs9DgIrzXVwOhoNB1BUzExX5WxZyCBCM9gu0fN1U0bJ5aacOFi72ACbZUsQnNxHq8vVFHzXHzvm8hA5JjAnIymSG5qXTHw3XcP4y9eW0JK4vDaXC0w7kpGOGSjPF6dq5FzQVPgGRqWQ6bGCZFFW7eQ9lyJa7IRUHp9na9PrY0KZMpbl02wDAWGJs6+KYlMnj91eBj/19+fCwpogBgHrdRVRHiGOBXzDApNcm2S6RSh+/rRUr4mlHyPAdW0A9OuhMiirZmgvGzZbtAUhblKBx3d8uj5Isptkm1bhYFUlMdwOoKzKy1QFNBSLaw2VdiOi/6EiD0DcUx7Zm7Flo6WamJHPgqBZTBb7oBnCd28oRr4y9cWAwdv17tmJJ5BQzEgxhnABVYb6xp1P+4HLjCQEBAVOazUFVQ6Brbloig0taA5MpgUMV+VkYlyXrHjEudvw0Kh6cJxBVCg0FCIi65Pj60rJrJRYhTlT/F8Gnm1owdTXgCI8kTHqtskN3um3MGR8QyA9UYHof+SaavjurhY7MB2XHz15CoknkGhpSEpcnC9WCKfUXDXaArn1lrB+QRFriPZsLB3IIFkhIWsW4gJbNCsW21qkL39yER5zFY6EDkGqw0NZ1aayHvGbX5RW2zpqHQMYkKWFGHZDl6brcIBMJ6JYiIbhcjRQT53saXBcYkp7UBSxDFvWpqPCwEN3HZcXCqRxuFAkmSKF1oa3jeZQ6Glodw2kI7ycF0XR8bTMCwHFwptTBVaWGmoqMkGIhxp7o1nSL5vXSHyicOjKcyUO9jeF8VIKoKluhp4CAFANipgsa6g7rnuA4SJem6thYZKI8ozWGmoWGmoPXGYxESawmJVwacODwXO4JWOjijPYP9QAit1MlH34+v8a6I7q/1KCAvdOwBLNQU/99cncWgkif/0iX09/0ZRFP76xx8ineIQIbYAQ1P4nX9yD777917Ej//pUXz5Jx8JtEIvTFdwaDQZujGHCBHiptFQDUxkJYymJTRUI6DSpiXiZPv106vBa2Mii4psoK2aiAssUhKLYkuDabtwXNeb8NShGKR4JQ7MCvYPJUB5mtm4wMFxyTRsqa7AtInuLhvjkY3xKLY0pCQecxUZLoBiUwNFIZgQj2UkaKYNFy764jwEliGuuSwDhqZQaOmYyErQLQcnlhrYnotipaFCt2yMZ6PB1PCukSRKbR3PXCjhA7vz2N4Xw2qDUGcTIotEhENDMcDSFC4USf7tgeEERjMSposdLNYUcCxNaLtdmaFxkQ0Wpbk4mSjNlMnkZbbcwVpTA8/QsB0Xlu3g7GoLLEMhxrP42IEBjGlWYEDlF3YCS0O3HCQjHC4U2ji+WEe5o2MwKYJj6EDLmRC5YGLM0BQGUyKqsgFRJMXQ7oE4NINMAUWWguu6gWYZIK7TB4eTKDY17B4gBXhG4vHGQh1fObmKtMTh7rEUKJDJY39CwGSeOMe2VBOjacmbjMteQ8DGSkNDhKORlnioJqGbAkQTe6Gy3nQQOQYHhgmVc7rUCYrS0ytNxHgW+wYTnq7VwSM7s+C9IveYZ0x2bq2Fu0fTqCkG+hPEEO3UcgMSz6IhGxjPSpitkKaNf27OrjbR8mjnktdQ8fHCdAUf2JMP/i4bFs6ttUBRFLbnolhtqOiLC3jmQgkMTSHN8nhwWxZzFTmYJp5fawUFH0tTKLbINDUt8YSNYNrIRgntfCIneTR/JyicxrMSmeJ5++p459WnyLc0C5P5GCI8g9kKoVwnvJ9nojyaqtlj8rMjH/OoweSaUg0bMZHFroE4Xp+vYbYsYyAhIC3xuFTuBJRcgBSsZ1ZaiPIsogKDpXozOJej6QgaikmaJxTw6mwVtuui2jEgcCRT996JDL702kLwWZkoj5Zq9uTNChyJ4JoudnDXSBKHR1NIR0nR2tEtNFUTquckrBhWcF8lIxzmKjJG0hFUO0T33hfjcd6TZPhu0HePpDCckaAYFpIRjmQM2yT/erWhYVc/iVXyfQG2eY2/fFwICr3hVCS4x23XhaKTonw8S2jy+bgAnqXR0SzQNGFo8CyN9+7K4dhCHaWWjp35GBTDCpoOfnHto1vzmpRItm9bs6AYNhSDxH65IFnmFEiDaLGmYK2hIiKwXp61hLmKjEyU72IGkJi3fYNJvHdXDlGexYWCg+liB5phIxHhYNpEI285LpZqCuqyCXODntm/HrflooEjN8+u3z2HR1OgKeDYYgOzZeIOL7AMOIY8LymKXIvzXfnIqmFj/1ACprr+syshLHRvM3TLxk/9xTG4rovf/ew9W0YHpSR+vbMUIsQWSEoc/uif3Yfv+t0X8aN/8gb+9798CIbl4Mf+3zfwffeN4pe+c//t3sQQIUK8zZGN8ji71sJAXCT5mDSFuYqMRUrBwzuz2JmPY7WhQfU0soCJ4VQEqw0Vc2UFezwzHJoiOk8fNdkIFsq+Jtay3SCTtVvH5k9vz6+2kZaI83FiJIlKx8BKQw0mvrJuQdbJIn6q0IasW4E7tGJaMG0Hpu0EETu246LsTUQrHQPj2Sj2DsaJ1tdxERNZZKMCTi83wdAkqmVnPgaaIvmruwfiXt6rA5oCWJoGJ9CYyJIYH4lnsVJXYToONNPGjGdM09YsjKUltCQriDaJCWwQnUToo2agobVskv/76izJFx7JENqywNK4ayQJzXQgGxYEjuiJNcsJtM/JCB/EqRRaGnbmY4ERUPd3q6aNC97Cvz8hYCRNzHNkww6o665LpkwtlVBx79uWQTLC4aDt4MxKE6btQORo9MVE7MyTxsBrc7WA+nih2EbW0/XxDI3J/jhsxwmKk0d25nDeo3SfX2sH10dfXIDrEoaBv83dMBzHc0OmIHIMGJo0Cvyldamtw7JdpCQylVusKehPiJ5DsoGnL5TAszQSHt28qZhY9Qr8tMSDZy2oho2RjISaQq4z1aOK+qZsuZiAh7ZnsVBTsKufaHSfuVCCaRP2wUJNgcgxmC51UGxpyMaEQK8NAAdHklA9HTdNUZjsj0E1bKQkDnMV4gI8U5bxPfcM48RiAw1PBnB6pYmhZATfedcQvvD8LDTPNKsSXNckXmggIXgOzwYYmkJC5PAdBwehGiSvuKPbmCl1MJxa1+gmIxwMy8Eb83U0VROaYYPzcop35eNgGQo7+sjku62SLN6RTCQ4JmmJTBJbnnMuQIreBY8twHs68wjHBM2OlmYF9zFAJsUCEGjwIzwDgaUxVSCGcK/N1eAC2DsYx8Pbcyg0NSQjXGCKlRA5ZDx2SFRgg7xnlqExlCKuxNUO0aa6rhtMDG2HNDwSEc57DvAotch5iAks6oqJjm4hLXGB5lhgGdw7QSbMuwfiaCjEzdqXLhweTaHsyTB83D2aAihCh19pqFB0C4MpEVGeQSbK42Kxg+F0BJanVfWZFj5Ju9zW8W37+uG4Lv730WXUFRO24+L4YgO5GGn0FVsaJJ7BXFWB67r42P4B5GKC18hSQIFCTV7frnOFFvoSAnIxARxDnMSX6ioQ3BNEo8vRtKf35jGRldDSrCAXWzVtNL2GxZHxdFD8+sc2FuEwko6gphB3Zo6hkInymK/IgQ7fN38b9Jz6LfvaprlAWOjedvzq35/HyeUmvvCD9wZTOB8XCm38n187h1/5rgOY8GIXQoS4HLblovj9778HP/hHr+Gnv3Qc/+MH78X//OH7Av1LiBAhQtwohlJikJ07kiFOyAxNCizbcVFpG9jeF8VTU0UkI8SsJSGyyMV4rDTUQC/34PYMYgKhmtqOg/mKgoZqBnmky3WVTL0kDhGeQSbKYTAlQmRprDQIxbXSMZBPCLAcFysNFUPJCJnmwEW51Vv8EPMrBo7joq2ZwWRgPBNFQzFxfq2NZITD3aMpYkbTUGHYZMI7kZWw1iTuzMOpCCb7Y/jGmQLqihFMNyeykrcIZrHaUEFTRM93bq0FmqIwmBQh8SzJqXRd9MVFXCi0IXI0EhEWtiPi9AqZFh4cTnoUQx2HR5NgaKIhtb0pCc/Q2D0Qx2kvc9aFi5W6itGMBIoiusKmamIkHQFDE8ffbJQPaI5RnoFhk3xXnqGDiB7fPCwXI+7Bvn4VINNTx3UhsDQGkyKGUhEohoXFGonMGUpF8OpsFUcX6mShDqIn1G0y/elPaGgoZo8uz686WZosanfmSd7rRC6KJ8+VcKncwc58DMW2BsubTG7vi6KlEufnakcP3LPjIovhVGTdJI0mTry+9tGfWO8fIswmWbcwnIpgqUbOn2dUjPFslEzLvOnicIoUaReKJHJGsxykGQo0RaEvIYACKSzqioGYyOKFSxXMV2T80wfHAZAJe0ezcGKpAcWwsDMfw9NTxNl3OBXBG/M16CbJRwXIxG0kLUHWLbRUEymJ70nZoCkKM+UOSh6FlWOIiVJK4sCzdHBdswyFv3htEYpnVOabhTVVE3XFRFO1wLMUIhyD8ayEmmygpZHpp+hFJ3V0UnAX2zpsm2h1WYa46/qa2bjAYrGmIBcjg5i2ZqKtWajKOjTLxoHhJAoNDW3dxGR/nLhdr7S8fSWZ3H4B3p8Q0FQtNBQDEsfgD5+fJW7oQDB1nshKgSFUWyNmWQBZ96w2VKw1NHzyriGcX2t6kVUWdubjnsM3yfjueHnPeweJO/rh0RT2DiZwfq2FfFxAWyNTbZahUGnrEFkGy3UVNEVhZz6KmLDeFGuoZpAXnJJI82jVy03e0RfDxw4MBOcuLnKwHAf9CSGgZDM00ej65m8MTYGiyGefXW3BtF0kIxw008G5tRa2exFhpu1iti4jGSFxaIUWuW9IdJmL2bIcCODJZxJGxWJNwe7+OO7blsGzF8rgGeIdYDtEF+xfdzvzMbQ0E+MZiRSoqonX5moYTIqe4du6C3M2xmMwIaI/IUK3HGzLRtHUyOT9UqnjZeCSptFcRYbA0nAcN2iuuS5pziREFv2ePl01HZi2AZoiuvUVjzkznpEwmpE893LC/ukX17flSggL3duIr55cxZ+8vIAff/92fGRf/6Z/L7Q0rDXVoAMUIsTV8PCOHH7luw7g3//tafzHL5/B57/nICiKgm7Z+B/PzeLH3rd9S9ZAiBAhQlwJqw0NDhtBIsKhLhvo6CZsF9jeF0XJc729UGrDskkOJkNTGM1InlkSye4cSIh4dbYGniUUWsddp9wChGq81tRguyQWw9cVZmNE99rSCA26oZoYiIs45RV8Hd2GrFvY0RcFKAoRjkYuxmPN04tFBRayYYFTaMRFMoVbbWrIeFqvpmrCBRCPsDBrhNbb1tbpjgApIASWwYf39uPYQh2aaYMChfmqgu19UUQ4Yp7S5y2YHZfQHP3JiP/nYNIIXF6ni23wLJmK6ZaDi8U2tvdFUW7rWKwpYGgKu/rjiIks2qoJkWPAMhSOjKdhWi6amokIR/TE/mQV8PM9ye+Ds6tNDCQFcDSJ5bhUXnem9SfRLE0h72XBnl1t4RN3DQavWagqQTTLYFJEQzEwU5YD6uZAQgRDk2ncyeUmLMfBQEIMzKYKXqMAINPYB7dnYdoOpott0BSZUD97sQKBpfHg9iwyMR59MQHn1lqoyYRafHg0hQi37krtuECEpRGPsqjKBiSewa7+WEBJP7FEdOCqY3sFNpkQLdUURAViHFVXSCb0vsFEMLnLxgS8f1cffv2Ji8E2A4SCaTsu6rKBlqeznat0YNokG1ZkGdRlA4pp4anzxUCrGhNYNBSi0ZV4Fjv6oqjKBjTTRqmtg2fJFKwbSzUFsmFjW440aYgu2MRiVcH+4STGvfxa2xHw7IWK9/9dZCQeB7wGy858HNWOgZZqYe9gAgwFXCi2ERdZ5GICoZkqJupKk+ixXeCZCyW0NBPVjhFEGi3XVUxkoyh39GCC5rrAdm/wMlshjZXJfgpzZTm4l/NxAZWOjv6kCFEl+andObi5GMnQLXd07BmIIyqwSEskhqvY0qB5xl8AmSRbjouGYhJqubrO/sjFBLAMhZF0JJheUhSJ1zq93ARNA5rp4NBIEpbtBhrchmLCdl2UWjr6E8TYybTdwLV5/2ACM2UZ63ZWLuYqMniGxng2CoGjAZUUeo5DJvTdtG+eJW70qkEK61KbuLLbDvEqiNIU1poamqoZNI/mK3LQkNozEMdkPgqRYyHrJmICyRGOCgySEb5nyp2J8oF+uq2ZWK4Tt/SEyEJgaaw1Nbx3Mody2/Dc2SmMZ6XAFOvcagvzVRkzpQ5qioEdfTFcKnUwlBIDGUSxpWEgIaCpGRhNSwBF3LczUWKKJgCICkBTM1FoakETYiwTCczcEiKLpbrqRTPFUJONwIGdpijMlGR89+FhPCkXkZY4rDU1JGkK+4cSZPLOkoiljm4FTBCtS0d/JYSF7m3CTLmDf/83p3D/RAY//+juLV/z/l19ePLn3t8T7hwixNXwmfvHsNbU8FtPTaMvLuDfPLobr83V8BtPTmP/UBIf7NIShQgRIsS1QjFsbOuLIR8X8I0zpOgYy0jYmY9D4Gic9QpPAIh7i7OmYiIRYYOpku24kA0LxZYWTCYTIgvbARZqiperCFwodsAxFHTLQV02Avqy7bjIRHlIApkW5+NikN84UyaLUdUrJEbTUpBZO5gUA52g47poqSYsm7jJyjqZvI2kIyg0NRQA3D2WwnFv4XlgKIFSS8ffHF2CyLHIRDlYtuuZ+wjIRgVQFNG1nVtpBrpJn1642lCDyRShNlNwXBeHRlI4tdLwaJPEqdqP8FmukzxanqHRkA2Yjhs4PYscg08eGkJfnMeLMxUwNI0ITwoDXxNIUSTjdaWuotDSMJKKIOK5mzY8qqVvOsUyNLIx4kCdljjUZdPLBHYCnbLA0T3F38ViBweGEpgutTGWjWBHXxyVjo6TSw3UZAPJCIc9A/EgzmckHcFENop8XMD5QgujGQnbczEvWsoEI3FYa6iAS5oKsm4hFVn3lljomjIDpMHS8IqbU8tNiByDjm5h/1ACR8bSAAWYtoOPHRgMJoH+9XOh2MbugQTKbWIIlJI4HF2sQ2BpJEWy3YWmhoZXiJQ7pJjMxgS0NAu65YBnyPcJLJmSpyQeh0fSWG2u65gdl0xqVxsKFN1CpWMEzYiDw0mcX2uh0jFwaCSJU8sNOC6Zwu0djAcFwkSWOGdTFIW+mAAXhPbf1kjh519rMZGFC2Lc5hdoO/qiOL/WQsKjRScjHKodo6dAKDQ1ZCRikqSbDuIiC810gqJ1NC0hFxeCeKeBpC9F6IBnaIxmIii3dJKn6r3n2GIdM2UZuZiA8awUNIwGkiKSIgfZIGZwLohr9lqzE0RZtTULu7ISlr3zXekYyMaIhvj8WiugJidEIoGYLnZwcDiJiWwMSYlo+lXT0zq7ZO2smnZAo83FBFwqdQLWyenlJtJRLjBH29EXRaVjYFd/HDvysUBLX2rpKLV1KIaFctsIMokXqnJPkTuakdBQTJxdbWKq0Pbickj2MWmYONg/mITrrtNwm6oZ+PDkYjwe3pHDyzNVrNTbGMlIiIus52ZNDNfycSFoHHR/d1RgUWwREyfFtNFSTQwkRJg2mSa3NXK9jmYkXCy2ERdYDKaIA/NSTcFgUoQLUmh3dAtV7z4ez0pgGRqVthGYnQ0kyefRnqnaSl0FRa27oLM0BcMiWeG27WIkLWGprhATPU8a0Z8QcM9YCgxN4/X5GpYaCkzbgeMSNkpNMeC4Lrbloj1O8B3NwqGRJHR5vWl3JYSF7m2Aatj43J8dQ4Rn8NufvXtTThlACuFt2WjonBvihvAzH5lEqa3jt5++hGSEw4++dzue+rn3hxT4ECFC3DD64sQ0R9YkUBTQFxOIsUlTw/6hBCbzMZTbOjq6hYa3oB/LSOiLC5gtk7iOuEiWHd36ypZmBVOaUluD6xI67XAqitmy3GP8YzsudMvBuVUyjYrwDO4ZS6HaMbBQU5CLCVhtqtC9aWqfN6lsqRZ2ezTRbrdbhqICCm9DWdcNt1Qz0OjqtoO+uIBKx8C0N7VuaSa++/AwTq82cW61hfu3ZdDWzCD/dyAhEKo3S2JBBJYhzrReoXSp1MF3303en4sRSmOprWO5TorifJwc23JbR6GpweyafGumjdfmq2ipxC149wApMu8ZS0M1LXR0O5ioWh7t2XRcJFkaiQgHiWdwsdiBv7xwPbouQDxBym09mH4NJEQMpyOBAzXn0Xd1y0FFNqDoFhTTxpHxDFiGgmkTKqhhORB54t47ko6gPyEGGt26YmChqsD3rRE5GttzZL3jF2mO6+JSWUGEo8kUsS+GJW/KLbB0EKVE9tEN9oVouB0IHJky0xQFzSTu1C7cwBAtF+VxznFBUSTLMyVxaCgmvnWxhF35OLblonBcF+cL7WCaaXgmX64LjGUlnFphoZk26oqJfFwATZNCVTFs9CdE8AxNGA9tDUcX6z20T46hwDIUNC9zti9OnJJth0TYJEUOTc2EYTsQOAa7B+OIixwKTXJ/WI6L3YNxxOps4PK8WFPQHxfxbXv7YVrEyIcCgiJKYGnMVxXk48QBeLmuQtYtJCUO+4eSOLvaJLmx3neMpCPYmY/i9GoLEk/29dxqC5ZDipFMlENK4oNGAseQ6a1i2IgJLCayEizHDQyHbMfFqRVCLY6LrOcy3Wso5LouoYfHBchVBappB87Zk/0xSBxDGg0syeatKQYKTQ0MRaGhGnAcF/sGE3DhotoxkY5y4BkaaYnz/G6IgzfP0pA9d2eGIuwTjqFQk4k0oqWasBwHhuXAtF30xYmuWeJZpCQOSzViMObTi3MxHh2daJwZikJK4gNaOksT2v9CTcFAUkQqyuMHJyfwP1+cw1p1vYGzMx9DMsKBogDFsFBXTYx410ZK4jBTkhHlyaQ2JrBB88+nlTdVQjl+ZDKH5y6WsVwnz0GiSeeCxlZLJQwB1bRx11gKO/Mx1JUMVhsqHC/Ky5cCUCDH388PTogkAz3CMyRLnKHR0oj0JBPlkYiQTOyFqhI0OBTY0CzCakhFuCACimNoGJaDbIzFaJo0UBiaAk0Be4cSeO5CGefX2l4e+foxsmwHbc2C1uXzcCWEhe5bDNd18R+/fAYXS2382Y88gP6EuOk1imHhe37vJXz33cOhiVCIGwJFUfiV7zqAtmbiV/7+PHiWxg8+NAEAOLHUwN8cXcYvfef+YIEXIkSIEFdCf0IAz9DoT4jYlosS2qW3qDcsB5plYygVgWbZyMUIdTET5YOsWNOjqd07kUFC5HB2pQmJZ1Du6Kh2jKAw8yeI+bgAWbeRifEY8vIZF6oKWppJTKYkHqsNDf0JFymJR1LisI2OYq1rogaQgiIhCmh4rrKZKI+Y5zbK0TQuFEkUyaGRJHiGRlUmZjTdtGU0geEkmUieXmmC95rTJ5YbsBwX/UmB0Iu9nNjd/TGcXCaT3R19JN5F1i0ohgWapiByNB7cnkN/QsRYRsKZlSYaqol9gwnkYjYqHQP7BhPQLQcNxUTUo2sLLI1d/V0aXU87m48LWKkrWKypaGkmBpIi0hKP4VQEoxkJb8zXYNpuUKzMVxVIPBMQMxdqCmodA5P5GFiGwlpXrIzI0bBsBxxDB1EoimFhpa4iFeGQivCYKrTw/HQZA0miayVOsUSnl4nykJVeiqHf1KApUnyNpInGeCApoqNbmK8qYGhS0GsmKUZyMVI4TBXagWN0pWMgLrLYnovi5HITNAUwNDBVaAXTRd1yILB0kKObjHDgGHIt+dpj2nNHJg2UFkptDWMZCbJ3bQMICmWWJgt52ssQPeOdi1Jbx7MXyuj3GgO7++M4s9LEn728gLWWikMjKWimg7TEQ2AJLdi0XU9PTQUaXR/5hICmZpIpruvCdVzMVjpoaybiIof9QwmkIlxAYZ3rKnq+ebaItmbh3vEMZN0OqNKa5SAhEqZFqa17+nGSwSvxDESviKRApq8MTeHkchPHF+vkegMpnF3veJTaOuIii5TEo6EYsB3ieJyIcJjISlhtaOBZCixDslX9ezvrPRdKrfWpuWLYgTnUVKGNnfkYACAV4dBQTQylRLA0aUo1VROVDvnuTxwawtH5GmYqHXzHwSG8Olf1JpgipMx6ibO9L4aGYmC62MGOvihYhlwT94ylcWyx7kWbkWxclqGgWQ7aKskFLjS1QF6w1tSCorajW4FGN7huKQrjOQkP78jiKydWAJDmhyQwyMVIw2/Uc+1WDRtRgYVlO9AtBxxDQTEsnFxqYigVQdKTLZ5bbSEpcdiRj0Kz7KBJOJyKYK2pYtRzTQZIDq0/RR7PSqh2yFR0ua5iKEVypk8uNyByDGqKgROLDbxvVx9a3vPRl6ZMZCWYNskl96fGfuYzMRfjkIoQl2vHjcB2XXznXSQeyHXJ+0SOQSrCgWNJA2QgwXq/N4g/AUNTOLPaQjZGTPLWGlpgWFZq6RhOR4IsZ19isdbUQFMUKh0d+v/X3nuHSXKVZ993pa6qzml6uifP7OzObI7a1WpXWUhCEQMmGQEG/CGwAKHXBtnYluC1kfDnFzAmGHhBsgkfGAuMCBKSQFmgsNqc807uCZ1zVZ3vj1NV0z15VrPaoPO7Ll3anqnuqToV+jzneZ77ztdWeUwHC3RfZ/7rlR489Gov7nrTEmzpDE+5jSwKuO+tK22fQgbjdBB4Dl9+5xpoOsE//GIvRJ7Heza14JUTY3j28DCS+TJCpk8hg8FgzIQ1ufCqEhL5Miq6gXimjAa/gmLFQNDpwOF4Fpo5ORJ4KsR0cjQHWRTsgG/biQQICFSJWkjkTeEbjqNlmmNmH2S9l4o0ySIPR4hHycwEKpKAsmagNezC9lMJ+CoS9vanUKwY6Ip6qIWGyKM5oKI3QT1Gjw7n7H7QoOkjmSlqiJkZDir4ROByjgvsOB1CTamuJPBwygJWNvqwpy8FDnSyf2osjwafCkUU0OCnmcvR3HjgXjbtlKwMCQ0cCbrq3XjuyAhyJc3OVhwbyaHTLJ08OJSBbhCIAofmoIpQ2QHenOivbw1A0wkSOZpB3nYqgUODGTvzPZgqQuJ5rGryY/9AGkEzg5UuVHAongEhQBm0R9cbkxBwOmxv3sNxKtYTdMs4Npy1y6UBOrFOFSo4Es+iI+xCwOlAWTfgkumk9fBQBmM5WtZpldQaZvCTLWmIehU0B2g1gKUoXNIMHB2mAfHWzrBpg0QVo63+RTqOhj2GdaYtS6PfwGC6aPYyu+EQeTT4VBwZykGVaAm7JYJV51FwcpT26PIch6FMEX5VslW3ARp0d0bcOBzPIuI17N5HvyqZwjy0N7I9TPDUgThUhwCvIiFdrIADFfc5OJRBbyKPVIEGdnEzg5wva+iOehB0ObC3P41UgarQumTR3sfqNjWrLJ7nOORKNKvWHfOgNeTCWI4q+B4bztmVEwAth95d1T6wbzCNsEsG4Wi2zxLdSuTL6E0UMJAqYnHEjXimhL39aXRHPRjOlGw1Zb0q421do5LAoyXkhCTw2D+QxtHhHLrq+ZqFoa6oB4QAa1r86BnL49BQBiWNls9yHBXQGsmWMJAuYnWTD6LAo6TpyA1qtv2WNSYeVUJX1IOxfNku515S78ZACqj3Koj5FKqA3ZNCWafluqO5sp0FBqjCcUnT7X1MFzXoBsFotoTmgApiljtb3s/dUQ8GkqWqDl26YKJIVByvrFGBs4hHhmEQHI7T0mur5HwkU8KBgTR29qYgCRzWNAeQKWoYMX3Bc0UN+wfT9j1R75WxszdlPz9XNfmgOiRIZv92qzneFZ3ALQs1/c60Xzxn/22O43B0JEtVkE1BtpWNPqSLFTux0VXvscuZexJ5PHd4BLv7UkjkqbXWybE8Qi4HBJ7enyLPYWWTD7pBM9tuWbQrUV89mQDHARvbQ/Scpgq2FVJzQLVLnf1OyX6W3LqmgS5amtcuBw79ySJiPgWDqaKpQK5BEjh0Rz0YzZUh8ZxtTxR2z0+3iAW6ryP7+tP4h1/sxWVL6nDHlZ3TbifwHG5YGZv29wzGXJEEHl9991p87Ifb8Nn/2Q2BBz58aQfevbFl2i9YBoPBmIgs8ShU6ERnU0cQv9jeb2dool4FP9/eB57j0OBX0J8swuUQ0J8swCHQYMCnOtAScqI/WUC6oOHkaN7OQlhKpCdG81jV5APPcXaQQUvvDOzpp+Vu1CaHTgJXNfkgCbwtfnJwMAPVDIRPjuXR5FfhlmkfY8DlsP3ECxWaqaO9eG4UygYODmYw6CxiNFtGPFOyFZAJoT2BI9kS9g2kUe+V0RWlNkrEPPZ6rwxrhr6zN2kHuVYfHyHEtuEoVgw4BN70llVwaCiDpVEv4pkiihXDVnMeyVJP3YBTwliOChNZnrkiz+HNK2JQJR57B9KQeB51HhljuTL8iohkvgKeAx7ZM4C+RAH1XipGxXE0WM2VNCTy1BM2W6Q+oZblT9gtQxEFhF0iLl8cxkOv9gKg5YzD2ZKd4Tw2koNXldAzlkdzQMVV3RFsO5nArt4UEjkq9GSp+gJ0ESPmU3F8JItkoYKQy4HumAfHR3MgZNyuKF/W4XLQ76NcScO2kwmE3Q54qrzgh9J0UuySBXhkEXv60iCggkIuh4iL2gMoadRm6NLOMBSHCLcs0pJf3bAzzck87SEPVClTL2/wYnmDFw6Bjmlz0GlbSFUHqQ1+Fc8eHkbEq5jl8TST3ZPIwzIzkgQOQbfDzvSfGM2jVDGQKlTsDHOmqEHTDTsIE3gOa5r96DGz81YwzXH0epEEKirWnyrC75QAM1hoD7tQ0Q20hpyo6NTrlec47BtIQXEI9ngMpmlPrsXheBZRL+1D1gxa4por6fZCRXvYBcnMyHKg/rXFio5DZg99S5B6anMc3XdNp8JRx0dy6I564BB5U9yKLgQlcjTzawmc8ebcQxYFNPho//giv8tWkR5KF3FlVx0ODmbsTKJD4OF3ShAFDi8dH4NXlbCyyWeqmU8W2yxpuh0kR30KehO0BL5YMbCrLwWvQsuClzd44VVFjGTLiPpkLI16IfA0MB7OlFCs6DAMCalCGd1RDxSJBp3ZkgbJLGvujFAxpx099HpqD7lsTQDrPvKqEnrHCmj0q+B5DsnCeE98sWJgY1sQg+kS8mX6LPA7HShVdBwYzGBVk6+mRzdd1OB0iHA6RLQGnfaChE5opQvPcyjrBnyqA9Y0TxR4FCu0f9avOrC0wYvjozlTnZ4G+pbNUtjtQHPACZ7jkClTtevmgAtOB5Atabad0p6+JIpl3Q5yRYHqEDgdAgoVHc0BFZpOF71296YQz5Tgd0pY3xpAqaJjT38aw5mSXW7f4KPtErpBhQktn2mOo8fcHHTiWGFuPbqTm0MZZ4R0sYKP/XAbgi4HvvLONdP23v527yAeeP44NH1uamIMxmw4RB5f/7N1uLIrgs88tBvfevqoHeR+7pf7cN8jB2qtHxgMBmMK6r0yDgxmIAk8wh4ZEbOvcGdvCn3JAsJuB/Kl8clIIk/tKpY2eJEqlLG7Nwne9DdNVfXDWhMYgAYUJ0ZzKJj2KACQK+tYXE/713SDWmHs7h0XfVrfGrCVYOvNLK2mU/Gm0VwZ2ZKOEXNiSAix3+cQOBiE9oNq5udapAsVrGjwIeajGWvFISDmU3AknsWpsTwKZZ1mOcxsrVWeafWqbe0M4y1rmgDQhcSOOjdaTAvBsm7gpRNjWNviR1e9l07gXQ4oEm/bMll2g9QSpmIHuQDtz9zZm8Se/jSiPgVOmWafN7YFEfUqaA05bQsfKxt1YpT294Xdck0lT65sZrfMgNSn0jLpXFnHrr4U3IpoetzSMXM6BLsn0xLROTqcBSFAxKtgWYMXWVNRt2R6+HZG3PCqEv5wbBQ7e1NUyXlsXM3Zo9B+TknkIYs8OurcaAqoSJsBIg08FHP/qJ1OsqDh0BANmsu6QdVgQXt002ZmjgPw7OER/Gpnv13SHs+UUNYNNPhpJs+ai3nN3vGjw1mki7TEvCXoRMW05xlIFWlFg0J9hpc3+BAxhX4GzGyULNFKAg7UGkU3CEIuBxZH3HA6qP8qZ866RZ5DxrS7oT6u9PiscW4JqfZ17BB5rGj0QZGoAjNAg8qIW0FbyIlFdW6kChUcGKSCPTGfikV1Ltq3zI33nntVCcOZEsIeGWua/fCpEmI+ulBjvabCV3QfN7WHsKrJb9+zOiE4PJRBX6IA3TAQ8SjwO2lrweomP1Y3+RHxyMiWNDT4FagOOqZdUQ86I25UdGoLkypUUOeR0WqWgMO8Rq17SDcIGq1MvmZgd18apYqBeg/1dC5qBgihQlmyKODYcBapfNk8dxV4FBFdUQ8iHhnLYl5I5qLF4oib2oRFPFgcoYJWXlkCz9Ge68uW1Nk98QcHM9jdnzIFnGh2nQNtLfQoEo7Eszg4mIFLFnBVdwR/elEzFkc88MginA4BPpUGcfU+1R57gPrO6gS4fkUU2ZKGHvM+ODCYgeoQEPUp4DgOE0MESaSLBYvrPWgOOtFV77F/1xmhz75UUYNbEXBVVz185t8byZSwtz+F/abdGUD1EZJ5GsiO5aiV1uomP+q9CgxCoJiLaiVzMfD4aA59iQJEnoMqiVAdNLs8VGXlVqoQczFGxvrWAASOLiTky1QRv2csD96s2rGC8bCb6idEvAqaA6otVshxtH99KFPE4XgWh4cyaA46EfMpWBbzIuZVIPEcOiPjYzATLKP7OkAIwad/ugu9iQJ+8pHNCLqmT7s/dXAYO3uS+MAlba/fDjIueGRRwLduW4+/+ulO3PfIAYzmyrj7+i67LInBYDBmoiXoQrxIy/WS+QrCZrBUqOjIFKk3adAlY3d/ClGvYveyNQed0AwDPM9hJFvGNUuj8DkluCQBfakChs1+QWutzQq4LLXQqFeByyFAFHgkchVbndgl00yRhddU+Z2ozgtQddNsScOgGax0Rz3wO2mv5pF4Fqub/aj3yrSkVycYSNJAbH1rwC5f9qoSmgMqXjlJ+xUdIo+9pi9onVliWijrEHgOraaqacFUPvWqEtKFCpL5MqJe2uMadtNxLGs69g2kba/VsJv6i1o2Q3v703YGxyHyppIuzU4RAmSLOpbFnNjbn8YrJxMoVHTUe2U0+FS0h11YVOfGi8dHaWmtStVbjw3n4FMl2wP1SDyLYkU3S04JTo7kUNIMLKl3I+T2oT9RoCWrASe8qohcScdQpmj3cR6JZ/H0oWF4FBHpYgWLTS/Oo8M5RL2K6bE6vrARdDkQ8ylmAEXLjTmOQ9DpoP15mSIUSbDtTbwK9Qy1Mq08z+GitgB+8MdTaA05IYs8OI7DckkAxwGH4xlb/dVCdQjQdELLzCUBJ0ZzMAjsgGJxPT32HT1JJHJlRMwMuVeR0FHngqYbSOQrcIg87dE1s+N7+6kSsEEInjk0gojHgUs6Q2gPu7CzJ4m+ZAGZooY1zX4EXQ4UKzoCTgkj2bItMiTyHNyyiJgZFNV5ZIyaCzM+lSoJF8s6To7mUCjrUB0ClkTccCsiBAE0I2naRikirWiQRQFd9V5bqKonUUC+REWi+hMF9CTyCLkdaPCrVFxIogsY+cq4YJZbEfGLHX3Y3ZuyrWAsONCqA4fII+hyYDRL7+GSZkB1CIj5VLgctdlVh0ADxoCTltJXkylUUNIMENAs82KzRzfockDkODSGnSjptBQ9aS7+DKWKWN3sQzJfxoHBNGRJQKaooSlAKzmsXnD6/HJiIEXLtS1RusX1HmzuCOEPx0bNcaYLSw6Bh04I8iXa2ywJHJbGvIhnSmZbBfUnLmkGdJ3giq4IRrIlPH9kBNt7kljfGsCiiBt7TOEtgC7meBQRvYmCfZ4rugG/KqGsG3b7RCJXxisnx9BgbgMAIZeM0VwJyxu8WNXow4GBNIbMPvLBdBFLY14ciWeRK2nYP1BGvkx1EizhO7csYiRXskuXN7YHkS5UsH8wjdEstVtL5ssYyZbQ6KdVGG0hJwhoG0S+RJ9jLpkKgLllutizqM5l98K7ZBFvXh7Fr3YPAKDXQWfEbZe/D6SK6Ai77FaBXJnqFhyOZzGaLcMlj/sLF8o6RrNl1HtodVC6qGGRJIDnqN0Zby6kdvrmlqtlge7rwPeeP4FH9w7i729ahvWtgRm3ve+tK2m/B4s+GAuMJPD48jvWIOB04NvPHMNgqogvvm0lFEkAx3GIp4sIuWUmUMVgMCbRl8gjqUnwKLSPFQQ4NZaH00EFRuo8MvJlDZpO7MlVxKNgV28SfqcEnuPQnyzgpROjMAhsD9LqHsOWoNMWzvEoIg7Hs3DJImK8grJm2CqfALWfsL4md/YmoekEq5t84ECFrCJeKvwiCrxdIi3wnN2fW6oY8JnlsPmyDq8iQhF5DKZziPlVxMyMnBVYOwQOHDisbvJVCR9xSOYrMBSq+hvxKgi7ZQxlivYE0DAj+MNmKXbFHJ+OOhf+eGwUosDbSsNH4lmsavJhJFvGc4dHIfIc2sMumiFySjAMAkngsb41AN0gGM7SUj/L/9OaNwylS3A6RCyNeXFoKIOA04G2kAupYgXHhrMgoD2bqUIFa5ol1Jm9hrpBcMQMMsJuah9S0cbLxiMeBQS057k15ETYLdtKxDzP4eBQFsk8FdKylIqtoBKgAVzIRfufraCoWDFwcIgqq17VHUGDX4Us8tjTl0PQ5bAz2xmzP1YxF1ga/E47YLG4cmkEPWP5Gpsri5WNtLTV55SQr2g4OUqDWSs7bWVSA06Hfe6Oj+TMUmYfehMFnBzNo2wqvj6xf8jcXgLPOSCLAlSJqhpHvao9frkSzZgXKzokgUe7aakUNxcKltZ7oUo8tp1M2H2PnXVulMxSaIfIo1DW0Z8s0GxeQMVIroxsScP2niSWxbw4kjb9Xxu82NufRq6sIZmvQBQ4eJ0SvERCWSdQTVEvWRLQmyhgKF2CR5HszPryBi8SOeqje8PKGH5jBi3VUwK3LKIpoMIhCtjVm8TxkZyt5mzREaYLAxOnsRzHoS3sgm4Q9CULGMmUsLrZD4B60lZnCAG6mGSVqJ8YzeHgYMa0nnFBMwx78cItizAIzcoXTZXm6h7ddS1+ZEuaWc5NqzUaAipGMuNCS+lCBS8cHQFA1Z3HchW7R9dSaV9c70ZFM2xhONEU53t0z2CNovZYroyDgxns7U+jOeBExCsjX9LtEvaKbuDXu/qRL+vweEXcuCqG5w6PIJ4uYTRXxqomf81CgCzxMExv8eMjOew178dkvoJO0/cWAAQOqICWe1vv5zkOq5r8qOhGzXm0vMpLFR2vnkpgT38ayTzN7vYnC3bffcSjYCxXwsomWmIsCjyu6Irgt3sHwQscdvbShb+L24M4OZa3e3RFni4OPH1o2Fb5tlSib1gZg2D23HKgZc4DqSJaTd91qoitUbXxeg9SxQp4nsNwhl73VrY6PUfVZVa6fIbZdjKB+36zH29eEcUHt7RNu51hECTzprJZVS8Kg7GQ8DyHe25ehr95czd+uasf7/7OixjO0h6Tt37zBdz78N6zvYsMBuNchKNlsPVeBRe1BSHwnN1TpUoC9vSlwJvZzPaQC81BJ/pTBYzlyhB5OtWo99IsQ7Gi49BgFv2pIsqaQf01VQmnTPuN9a0BDFvCLSUNZc2AYKrc6oRObCu6Manlguc5rG32o8Gvoj9JMzdhtwMhlwM3rIhhTbMfq5v90AwqPjNqCidFTfcDAppRPjFCJ+25smZnOsdyZbxwjE6E17cGsKTeAw5Ae9iJFY0+ao1DCLb3JO0+teuWR+E3+yHrPDJUifarcRy1HLl8SR2iPhkb2wLojNBy3WNVoj7HRnIoabQ3L1vUcHQ4h129KWw7mUDI5UB7yEX7BglV75VF3s60R7wKnj44jKcODkPgOXgUEUsibjT4VXiqMl3HR3K2pckRs1/TJdPs0xVLImgIqPCZ2exkYVyNWhYEeGURh4aoH+ataxqwNOqBSxaRMOcyEY+MvmQBHWEXOiNuNJgZ4IFUEaP5MhbXu8fPHcdhKF3EWK4EWaIBRKpQwbaTCRyNZ3FyLIcTo3k7IC1WdIzlyjVtXq+eTGAoXcI6M6HQ4KfX0vrWgOmBW0GpouP4SN72E+U5DrIoYEdPEjt6qKfxykYfANrP2Rnx4NBQBsl8maqNCzyGsyW4HNSCRTRFiQSes8tt9w6kMGj20Ibdsl0WLfD0GLMlDR11bpQqOvoSBfQli/Z53XYyAY6jgmpD6SISuTIcZsa6wa9iVbMfa5r9qBhUAVoSOCypHy8Nbgs50RxwQhQ4cAD296dxaIj2rrscAnoSNMNslVBb51wWad94wKw4fNWsXGgOOrF5URgrG33Y1B5El3mOJYHuj6WwzYGKeYXcDozly9jZm0JZr70/Adgl5qNmT7CFJAi2vc7SmAd9yQIMQnt5Y34VLUEngqZAUqpQwaI6N1yygFdPJRDz02x/tqhhqi6ssmbYi0HUxqmIoRStGrB6aXtM+6xu06rLJQvY2BZAVz0VEDswQNW+LbuqVU0+5Eoa9vSn7SC3LeRCd9SD4yM529vb8re2MuUOgYrRcaBifSJPA+Y/WduIiFdGS9CJDa2Bmp709rAL61oC6E0UsLuP2qpZQWv1GG5oCyLkcsAwaMbdq9BFLKscnK9aebCenTGfipOj1MKtxezx7Y56wHNAKl/BpvYg3nFRMwAgU9JwdDiLY2b1QLWHb76iY3dfyn72+ZwSGvwqOsIuZE1PbCvDvq8/ZYrRAetaA+YiqY6RXNm0BePQWeeGQQhKmm7fVzEfteyySuNd8txiJRbonkHGcmXc8aNX0RRQ8cW3r5oxS/vo3kFsuf/32Geu1DAYZwqO4/CRyxfh27dtwOGhDG792vM4MZLDh7e2453mA43BYDCqsSZmBwczKJR1gKNiS+WKgd5EAZpBYBi0vJP22tGsUlvYhaagNVFR0RZ2YWtnGMnCeAA8mCpCkei/T4zkcMD8G1TkiWZABJ4DAWwLkwMDabvXa3WTH+tbAzRokQQMm5makmaA56jYi9sMNgZSRZqRBu03pT6mligfIAs8BJ72nzol2jNX1nSIPA+B43A4nsVwpgS/KuH6FVE4HVTFl+c4O2MT9SpY2+KvmVi2BJ12n6luEPzh2Aj8TgcEjkOmqMMji1Akwc5YbGoPwquI6E8WoRukRgEaoFnco8NZtIddaA050ZsoYGWj1+4JXd3kQ65M9ydf1vDUoWGUNQPDZvmlhSJRL0urj9MlC4hnisgUNTx1KI6AU6LBjDlR9ygilsY8WN7oRdHMbp4YzaOsGQi4qAWQNWlt9KtYFvMg4HJAEqhVzd7+NAZSRfSOFXDcDJqDLgdagrTc1Kc6oBvjfskAzfpHfVbPqoGruiPoSxZwfCSHYlWJskehCyCZkgZFouerohsYyZbw1IE4Dg1lsacvDV0naK/ylG8OqjXWPrIpaNToV9GToH6gx0fyiGdKkEX6uZI4HsBs70mirNHy/KaACg5UoTxdqMCnSmgNuWyRpHSxglVNPog8tbA5NpLFYKpg95YDNCCuaAayRQ06oVn8VY0+W+ypNeSCRxYR9sgQBR7NQRXxdNHuWXaIPNrD1t+k12VfIg8COi8NOB3Y1B5EwCnZllErGn1QHQIUke7nYLqIW1Y3YF1LADxPA2/NIDg0lMHBwQxyJapabpXAr2sNYEWjD5csCiNT1NAcUCGLk+e8PMdhbXMAG9tCdl+ydV6Lmo5UoYJShfZcB03bHrqYoqA15IIk0BaIoXQRdR4aoOdLVFQtV6Z+yUvq3VjR4KXH1eC1FeC7ox40BZxoDbnwpmVRNAed9kJUa8iFy5fUocfMdB+NZ/HKyQRGc2U4HQIa/ArimZJZHcIhXpV9Drlk3LgyhpWNPqiSALcswqvQHl0rYBWr0qmD6SKaQ04k8mX0JQvY05fCUKYIp0NEnUcGAWwLM2vMWoJOBJwOrG7yo9GvojtKxcz8pj8wvc91RH0KVjb57L87lC5iKF2EQVBTrWcQKiY1kqNl6x11LlrZQQhEgcdItoyybuD4aM7WJZAEHqok2NUpVsl7U0CFJPC4Zmk9Vjb6sL41YLvGGIQgX9ZxbCQHgxC0hZyw1qaoOJ+OkMuBpgAVycuXdKxtDqBQ0TGYKuLEaB57+2mFhkPk0RX1mH6+9Bk5F1ige4YwDII7f7IDo7kyvv5n62bN0i6LefGeTS2TSnEYjDPFm5bV478/egl4jsPbvvkCZEmwlSAf2tZrS+EzGAyGJa4T8VBPWg5UZdSaPDUHVJR1WqK5xMzURTwy2kKumoBPMwieOzKCdS1+XLs8gpjPLPc1J45WuadXleiEN+i0+9wqmmErNDtEwc5qGFUCUxzHwekQUOeRbQ/frnoPVIeAbScTqGgGYj4FXkWEQQiOj+SQMDMThFDhHEu0h+c4DKaKGEyVYIDQUl3dwKmxPI7Eq3x2Qcs7K7pheg3LODSUxSN7BpA1Ba5GTeuNpoAKvyqh3kPVXwfTJezuTaE3WTCDBhmpQoUq9prZtbYQDcIUice6Fj+Wxag6rGEQ9CUK6I560B52YTBdwsEhKkiUL+m4dU0j3rSs3s649SYLdkljxCOjPexCU8CJo8NZlHUDyxu80AyC/iTNOnoUERLPI1+mgjwtAScWR9yQTNXomE+hix2agd8fiGM4U8JotoTOiBt+VUJvsgBR4HFsOGsH0rIZhK1r8YPnOaiSYNvOqJKIkUwJiTzt2fOYixNht4wGv4KVjT44RB5umXrnLo15avowl8ZoJvZoPItixUB/imZKT47mYYXDS+ppkD6YLmLU/I6TRR7v29yKq7ojNHtqbhvPlKCIApbFPOiOUkEu1UEn9ssbvFjR4EWpQj9Z4Dns7ElCNwgu6QyhKaBCkXjEMyXsMSfqukFtteo8ChL5MryKiIDTAZ3QkmAr+yxw1J+agPYWG4QgVaygZyxvZx4769wIm1ZZR+I5e/HCUh33KhKuWx7Fkno3OiNubGgPUossh4DBdAHbTibsKomxXBlZ8/3W9SrwHDiOwy929OHFY6PYdjKBg4MZZIrUKipVqNg975yZjR/OlGAQgnUtAbxzYwskYbICMmcKP61o8tm9qgBQ0nXbv/nYSA43r46hOUivN1nk7cz94ogHToeARJ4qd69pDiDocti9+ZpBUKoYpv2UClkSTLEvFQOpIk6M5uAQ6TisawlgS2cIAMwqESpIZwWZFZ22S8TTJSrgRmiTQbGiw05WE4LVzdQi6Td7BpAr0wqQ5qCKrKmoDZgBqdmPa2qEoSngxOJ6N7qjXkS9KlwOEX3JAl44MmL7jsPcluM4XLakDm1hF7JFDUPpIlY0ehF2y7bIHccBe/vTOG4GlVbbhNt81lU/h3WDQNMN2qNb1pHMU7V5g9A+2KhPQUfYBdl8XiTyZVQ0A8sbvbh0cR29BiNutIdd9nPKJYt2AG4Rco+3B9C2BAHrWgNoCTrR6FeRKWo4OJhFnVkVoToESCKPdLFii+YJ5n5nixoODKYxki3jSDxb63U+AyzQPUN8/ckjeObQMD5/y3Isb/DNun1b2IXP3riM9UcyXleWxrx4+I4t2LwohL/52W584sc7cGw4i7//xR5859ljZ3v3GAzGOcJAqoB4umivtFtzpuaQExEzqCxVqMruvoE0OI7qArx4bBSF8ngG0Sp34zja/2XZc8R8VHmzNeyCwHNwOUz135JmKyWP5soomJnFjjqXXSW1qzdllyACVDiqJei0J0iqQ7AnjpLII+pTYBDaP6qIvN0HqhkG+pIFxHwKltR7YBCCkNuB5Q1euBxUjXZ5jE7kXHKtxAnPcQi5Zaxo9KIvWUSxrNf8Pl/WUawY1AO1UEGdV8a2kwmoEg9Z4uE3+86aA3Tyf2goC0Wi/sMehZZzLo54aEDoEGwVXNHMlAZdDjvwH0gVkaqynblueRTvvKgZotlT7BB4OztlEIIGv4qYT7FLRTvCLkQ8tMd0d18K+wcy6E/SoCaZr2BXbwoj2RIknrfVhAHg4FAGJ0bzEDgOOiH2JL+iExiElnyvaPRRL2NzXAoVav1yNJ6FLNEgWBZ49JoCWOtbA2gNOZHKV+gCC8fZ/1kLIBYcYJc5ArDLuAWewxoz6x/zK3CI1KLHKvsUeapo22kKIFnXds9YHiVNR1eUKmPnyxocogBZ4vH0wWHkyjrCbiqsJfBUmXggVUSupMPpEDCSLSNdoErcpYqOzYtC2NBGs1DJPD2Wq5fWoy3ktBdwAIDjAVWm2SuXw+w7HaM9p0tMtd3RXAl7+tPQDGJXKHRFPRhIFVE07xFNN8wsuQS/6rC3aTLtYkZMC5lTY3kcG85C0w3kyxo4UPsqgLYqWNcVx9Hs+4pGr12WPmj+vd5EAafG8ugbK2DzohBEngOHyXXE1hx34kzXLUtV9jcc8mUDhbIOryrRPnmzPFjgafXExe0h25/YWtCKmSW9PYkCXj2VtEvBCaGeuZaqb66k4fkjI/jVrn7bpmcsV7Z7dDsjbnTHPHYgXtYNlDUDEa9itwj4VRF+VcLKRh9+fyCOJw/Eqe81z2EkU0JfooCDQxlbXM/pEO0KC3BAb6JAF/QU6hMcML2uB1M0+1rnGRetrS4GzZW0ms/Nl3Xs6k0CgN27Opaj1x3PcZAEHjxH/XRrM7rUfsjpoBUwR4dz6BnLgxBaMTOapSKBJc1A0OWgdmYOAYlcBQEn/Ts8x+HgUAZDVYrwTnNB8cTIeBDa6FfgV02l6qEMcqUKGgOqLcbGcUCdW0HEI5ve13TB0+UQsL41gFVNfvuzKjpBvZcGxYn83JIxLNA9Azx/ZARfeuIQ3rauadZS0EJZx70P70V/sjDjdgzGmSLklvG991+Ev3lzNx7ZPYA/f/Bl/PPbVuF/vakLAK1OYDAYb2x4cBAF3i7LtaZMPkWCTgh29aYg8MAiM1hoDqhwySLa61w13pbWJLxQ1vHUwWHoBoFXEZEpauhJFOCRRaxp9kMU6F+wSpA5DmgKqBDNMspqVV25SriFA+3JOxLP2t6VANAd9dJAx6dgwMxYpgoVfPSKTiw2gwdCaAByaqyAsqmqOpoto95Ls6x7+9MQeI7aGdWNl74CtD9Y0w3s6EnaWa5bVjfYGcemgIq2kBN5MwDe3ZuCV5XQGHDaWeR0sYKDQ1RRWRJ4UzGXZqdEnrd9ZUeyJbSFnNQOxByGNc1+OB2iXR4d8cr4xY4+/Gb3AJoCTngUCSsafWgKOGvaqHb2pCDwHMqagf0DGTT6VXhVCapDxM2rGtAVpT2KrSEn8hVagrim2Y9LFoWhGwS7e1MIuBy4dU0jlse88DvpcRBC0FFHr4WVjT5s6qABnm4QnBjNYTBVRFNVUCqJPOLpEvpTBfAch4DLgUS+jL39KRBC39Mzlp/y+8g6Hp7jsKEtiDXNtEe3PezCrWsasKbZj5ifCpoNpoo4OZI3M+90rKxrjedq/98UoMrVu3qTyJU1NAWcpmUNTV4MpArwOx2o88io98hoMTPvu3qT+K9XeuB3Soh4ZQScEm5e3YCYT0WTaaNyZXcEWxeHEc8U0Zcsoi9RsAMzh8BD4HicGs1jLFemGUaOZgCte6lgXv8Cx2FF43jGuS3ktK+5w/EcdvYmsbsvhZ4xKhp1bDiHgOqwS7ePj1BlbK8qgeM4BMwy2GcPDwMALu4IYUtnHdY0+3FxO1WTlkWaJV3TTKsLNDOIEnkOPM/h1Fgej+8bmiLMBVzm4sTETj6B59Bd70XQ5UBXvQf7BlI4MpzFnj7zPjGvFet9LplaLe3uS9HS7iY/ChUdToeIq5dGahaiKqbVGED7aFOFCrKmSNg2sxfZCtaWxbwYzZWQLeloDqpY0eiDVxHtvtS+ZAElzcCKRr9pw0WD13SxgptXNeCqpRGcHKNl7qo0XpVA95n+e2WDD22mmNtwpoQ9fSkYptd3e9iFVU1eeNWqQLdqWcAh8mgMqFgW80IWaXVBNVH7mjaFzSJuBF2OSRldi5agEw1+xa7wAKgo2bKYF7LEY3mDD+tbaZl7qlDBsZGcfb+NZktwOQQEXQ47yLZ21RINTObL1HPZrMQAYItSAfT6jflVjOZKSOSpNZRXpUJ61thZu+1WREQ8MkazZVy6OGwvUM4GC3QXmKF0EZ/88XYsiXjwj29ZMat68u6+FH788qlJ/TcMxusJz9O+3Z98ZDM0neBT/7UDP3zxJDLFCt7+7y/g0T0DZ3sXGQzGWSbqVXA4nqViNuZ3W28ij9EszY6JAo+w24Gwm9pvXNQWxBVdkSm/B5NVPrrxTAleddzHlBCCxRE3Fte70eBXsLUzbIrAGKjoxBSXydjvXxrz2o4GkikWlDL9Va3ePovhTMn2pPUoIuKZol32TECDnpDLQVU/zWyvT3XAJdMS23imhKE0FdGqhudo2adBaJC/sT1gB7UADcZ8qoRFdW4sN/sGaVk37QfWdAM8aMmqT5Wwsslr9/BpuoHdfSl7gkh9cfMYShfRHXNja2cYrSEXLu4IwqOI6I56ahYXLNyyiNVNPvid48F3wCWhrBk1fbsDqQJVaTWVU9vDLjtDHHQ5cN3yKNyKCN0gKOu0RzuVpzZKi+rc0AwDiVytnVDQDKByJQ2jZo/lETN4iHhkXNQaMFWBaZ+gplOv1GLFsIWYgHEV62rs/kcO2NufQqpQhl+V7MqAgVQBBwYyGEoXcGiIlmkvqRLCsnrFrUDAulrrvQpOjeVxfCSH0WwZfYkCbl3TiAa/iqUxL6JeBaPZEjIFDevbgmgJOmm2ySw9TuQqcJmLD5anrCTwWBxxo6veA7/qwMHBDDyyiJagCxxov7kiCagYBgqm0Jgo8Fjb4gdA7DL7gCoh6HLY2TCXLGIwVcRormx709Z7ZXvhpzdZhMBRIad4poglEY9t/xXzK1jd7IfAc2bJMuzzDdBMocBzyFc07OtPY/upBEoatdLiTWskS+itMaAini5hXUsAEj85xLCyrxMhBkHeFBhLFypY1xJA2O1ASTPQM5ZHMq/Z5+ja5fX0mnI50GnaLFU0Hcl8BbLE46K2IC5ZRMvHVzXR3uZmMzgUeA71XgU3r4phccSDeg8NDNtCLlzZHYHqEDCaLWMgVUCuRAXrIl4FMb+KYdMGrSmg4g/HRuxWgxtXxnDzqgbohEARBduf+MruSE3VwSJz4edQPIM1LQE4ROqbfXQ4i55E3hbcagxMCOCqHp+SwOP9m9tsm55EvmxXLlj+xOtbA3DLIta1BGi/t1lnLUwR8YXcVAiq2fzb1hhXdFJj+3NgMANFErDRfM76nQ6qOE+Am1Y1YEtnGADgMUvwG80A3LpdhzMleyGmOeC0f17WDXhlGtgWK/Qc8gBGs2V7Aaqaeq9iCl05sb51bj26zF5oAdF0Ax//0XYUyjq+8ZF19oU4Exvbg3j+M1fVGLgzGGeL9a0B/OYTl+Kv/3snPvfLffj9gTh4nptUpsdgMN5YxPwK+vM6Vjf5EXBKOG7+3ColbrFX1zls7gjhj8dGEXbTiZM1qVlU57aFjq5ZFkFzwIl4poiKbtglhFZvYsSroN6rQJYENPpVbO9JQjNoj26+rEOtCuR00xrHYZYlLyq6AUKtYi7uoD14Q+kitp1MIOKRcfOqBvzuwBDyJR17+lJ2RhcAVjb67eMdzpTMSXYFskgzF2WN4OhwFgaBGXzQjINVFqhIAgIuB44N5zCQKiJf1uzJrijwuHRxANmShuMjOezqTSJg+tiG3Q60hly2Z26mqMHnlBDPlOwxVswMC0AntQYBDg/l0Bx04eRYHgcH0zg8lEW9V0ahrOHWNY015zBX1tEedpnBdB7FioG2kAu7e1PwKDQIzhQ19I0UbMujkmYgmS/D5RARco2XGgJAvU+xLW2eOhS3e5qX1HswlqtgIEU9Q/cOpNGp0Um+00FLhF0OAVd0RVCo6Li4PYTljT67H9KlCPAoEnxVSq3NARVrzGBsInamilAV4eMjeeTLtPyyP0ntTg7FM4h4FLhlWoGwpy+JgIsuyoxndO1LGADQnyxgSb0HrWYWsKIbyJU0uGQRjX4FvQkHTozm4FepqJgqCcgUdWxqD2IoXbQthXieg2EQ8GYgSRWVSzQb7JZhEODK7ghuXh2zM3FWcCIJPAyDYChVRFISIIv0+or5VbSbQe+evjSGs0XE/Aq1hNINSAK1/Ir5VUQMApdDgCDQfZQEDkdHsqjoBK0eGfF0ETw4oCrA9ZoZul/s6AMIVdyNp3X7Wox6VVtdGwD6EgVqzaQTtIRo/2W15Y6F1SPOTSheJhzQn6RZ155EwRS/U+FRaOkyqcoPlzWCRL6Cjrrx+yHsURBIF6HrBMOZEja2BbG+JYDHTRuoiLdW7EsSBSxroMHVb/cOQpF4KCLthw6bysyj2RIVnnNKaDLtiKhwmgsDyQJShQoEUzUZAH65ox+6TuwS+Kmu1UV1LnRGxp837WEXVjT67DLiOreMPX0pXNEVmfRei95EHoeHMuioc4MQqnBsaars7kvBq4j4wJY2hN20/9qyWpoqo0vPxbgKtlXlYHl2Wxn+rHldCeaxXr6kDsk8tfuRhCpP8wl/IuByYL3LQcv+BR6FioGQ24FUgS5c5EoaDsUzaA25oEoCnDK1uyxUNLg4a97J4dY1jXjp+BhOjeUwli0jW6wgosweYwEso7ug/L+PHcRLJ8Zw/9tW2Ss3M2GtSLMgl3Eu4XNK+NZt6/G/b12Ol0+M4Wg8i1yJfmE9e3iYKq4yGIw3FENpOulTHbRs0ZozddS5EPMpCJlBbUnTwfMcLukM299t1iTVIfK2MCPPcSjrtCd2NFtG1KvawQzP0WlwR53bLlkkhCCZr9iTx+rSYas8E6DzrLUtNLNUnfwr2sGigIvagxBN4RPOVEy2OD6SRWvIiXUtAXAAwm46AdUNAkKADa0BcBz1T7WypnUeGXVuGRvbQ7h1dQP6kwXbHmni5HIsWzb9WekE3a3QDFDIRcfKKsc7OJCFyyFiSb0bqiRgRaMXXVUBebpQgchzaA6q2NOXQs/YuI/pULqERGGyx+Sp0TxeOjEGh8hjOFOyeztbw9TrE6BKqM1Bp62++/sDcVv0xbJArA5SFElAxMzSHR/JmaWduim4w9n7emyEZm9FgYdPlahiriQg5lVxZDiLPxwdpWI2MQ8UUcBQuoiRbNkOIkZzZcQzU1e+WRldnZCaHt3mgBNrm/1oCzlxUVsAiiQg5ldQquhIFzW0Buk1ZIuF2olhDld20/LXbElDZ8RtZ0YJaDvPyycSiGdKCLtltIVd4M1MoSxy1CJJpMq1JU2HPKHUPpmvYDRHr4/lDT47wy9WpdwcAodlMS98poCRJdZmBVHVAqeDaeobSwhVMLeqDTiOs3t06T3LYVmDF6ua6P0hcBzi6SJ6EgU7u25lzDebC0RXdUewoT1YIwz2tnVN2Gpm8AB6bw6miwBHEM8UEXI5kDJ7RCdi9+hO+JXE8zXbP3UojmxRg1sWoUpCjY3OxvagXcEx/rk0aBTM0ulH9w7i8f1DdmnyYJXaeqmi47G9g3j60DAGUzQIHM2W8cieAaQLFUS9ClY0+FDnVRByOTCSKaGsGairKu+N+hQEXQ4k8iX8Ykcffrt3kPaOmxZStNd5Mn6nA37n+LkTeA6L6qitUiJfxnC2NLnCYMIH7ehJ2hUYiXwZR4ezcDpELDYD6HRRQ66o25+hGeOCaRbWdbS+NYCoT8WJ0bwdEFsLdydG87ZH78UdtO86XtWPSwjBwcGMPa7A5AUMC2ux7/BQBocGs3b/vkumqvW9yTycsoBkvoJ8hXoO5yfMNTkOtkBhdZXObLBAd4H47d5BfOvpY3jf5lbcvLph1u1fPjGGa7/8jG3IzWCcS3Ach9s2t+HXn7gULUEnbv/BNtzxo1fxoQdfwZceP3i2d4/BeMPyjW98A+3t7VAUBevXr8ezzz47p/c9//zzEEURa9asOe2/Xd1vZk1ngi4ZRVNQCMCMi7xUPZT+e8epJH5/IA5CaPZoLFdGT6Jgi0ZNLHfmOOrRuzTqheoQUK5SJbX7w0zKmoEDg5kan8fWkAvrW6lC6ysnxpA2J1LXL4/aAlAAFUE5NJRBIl+BZhCMZMsYzVPBrAODGegGVZVt8KtQJAHXLY+iq56KRDUGVLx0Ygwj2TJ0neDWNY2TSogDLgcNuHwKrlseRaPfaZdfZouabaXhUalFSbqgmR69QHV7anPQidXNfssZCetaAvApDrtnry3oxC929NGMnP23aa8jVfcNojXoxI6eJAplOrHc2ZtCZ8SFkFkSCwCrmny4ZXUD3r+5FV2moqr1u3SxgmxRw5uW1ePWNY3ojLjssnUA9uLHO9Y349JOqtSq6QYOmv6zHICKOQn3KKItigNQ0aVqC6BTY3n0J4uTvJOB8R5b3SDY0BbEyiYfmgMqmoJORH0qQm4ZQScVujkxksOR4Sx4Dti8KIRb1zTaWUYLjqOB5BVLImgKqHjx2Ci8Ku1xdssiVYt2CGgNueBVJTtoaA5S65SdvSloBkGDX0FX1IvWkKsmyBjOFOExPUB9Tsn2rp14vo4MZzGaK9NsGYcam6I6j2z3Y65tCWB5gxeSQG10qqsJCSHY2Zs0xco4HIlncXIsj03tIbTXuTCcLSFkljADtAqC5zg8dXDYPC/0mrlldQOu7K5Da8hplyyPjxcHReLREnDhkkVhDKaKeP7IyLQZRGCyGBXP06C/0a/az5lDQxlsP5WAyHMIu2ZOCFU0WkLfGnZheYPXXjiy6EsWMGxWjaw2vbaT+TJePZkEAFvcSZUEDKQKGMmW4BB4LGvwwi1TNWSOo5n5kqZjU0cQY7kyxswS/WJFxy2rG3DDyijKGoFDECYFqOPHPv6LeKaEl0+MQTcIfKqEiztC2Gja5nD2wksta5r96I56IAk81pr96Pmyhv5kgXo9izz8Vhly1aVdfT6WN/hw65pGhE1V5Aa/UnO/GWYVgPVs5TkOY7kyhjLjAlAj2TI8ilizuDTxmEezJWw7mTCz37Rq4Mhwxlb37qzzYG2zH/mSjlxJQ8jlgF+VsKrJb1dzVI9DskAz1DNdWxNh9YgLwNHhLP7Xf+3EmmY/Pnvj0jm9Z2WjD39/0zJc1T19eQKDcbZZVOfGf3/0Enzt90fwtSePIKBKuGQRXeklhMzag85gMBaOn/zkJ7jzzjvxjW98A1u2bMG3vvUtvPnNb8a+ffvQ0tIy7ftSqRTe97734eqrr8bQ0NBp/e1VTT70ZMdfV9/6CbPf9pJF4Sl78GpjE/rGVLFi94SN5cpY1xxAPFPEoaEMVjX5MUXVH1LFCvxOBzjQ7OSKRpoVrQ6uOQ4YyZSQK2koVLSa93dHvUiafa8ADbD7U4Wa7Jg1gSpXdDhEHssbvGgJODFmilLt7qPiTcSs1K4OZDNFWp63qM6F9tDUAb/LQUtHrfeOZEoYyZTgVSU0+FUcHMrAp0pY3uBFX7KAw3EaXO/tT0MWefuYLRpMwSSPIkHkOYzmSljR6INPdUzKesV8qq0ku7rJj0S+jKKm2722AJ3oG0S3z1NTwGl7zE4sxSyWdbgVEfFMCQFXES5ZQmvICQ60X7mr3oMVjT7bfgagPbfZkoaBVBEb2+ksfFnMi86IG4l8BQ0+BbmyNulvNQWc2N2bmlLgaG1zAKfG8napvEcWEfEq4EDLkfuTBezqTdrCZqokoDXkrCl/B2AvGlh/ucX0Ou1N5HBFV6TGC/Xa5VFsP5WoyWYB9FrcP5hCoaJjKF2CT6GCVFJVv2F31DtlO9CGtiAUM+g2iJlBJlToaX1LAPmyhkSubAfGIbeMwXQRXrO8N54pYSBVRMQjg6/6e5pOMJYrI2hmWq1zsbLRh2KFZpzbwm6cHM1BkQRwwKSyY47jIJhR01S9k8sbfFjVTP1b45kiljd4p7yHxz9wwkuOQ2vIiZOjOfhUCUvqPRhKF9GboNURY1Vl0tN9oJVh9zsdWNvit/tCAVoybGVK3WbwTvtx6Zi1h124Zmk9ntg/RBe5dGKXgC9t8NoVFCWdwOUQ8ezhEaxs9OGyJWHUe+k9VTQVgy/pDCHodEy7z9XPzmyxgv5kAVGvguagE/Xe8WuS5zjoU1zxLUGXLYx3fDRnqtcXkStTS7CVjT47QK2+j/hpTojAcTVWTxw4aAb1v7Uy/PsH0/CqEpZW2QdZQlwztbYti/lwYjSPUkUHp0q2vy49DicW13vQlyig3sujWDFQ1qjFUW8iX3O/0XHjUOeRoekE6WIFvjlGsCyj+xrJlTTc/v1tUCQe33zvOsji7DXjhkGgSAI+tLV9SsEIBuNcQhJ4fOpNS/DQRy+BR5Xwwf94BZ9/eC/e+39fxE9ePnW2d4/BeMPwpS99CR/60Ifw4Q9/GEuXLsVXvvIVNDc345vf/OaM7/vIRz6C97znPdi8efNp/+1Bs3R5IoTQCcuG1sD0QjNWAFE1b3nTsnrcsJJ6ZcbMMsCQ22H3Jk5VAmcYBF5VhE912Aq3U9Fuljx7qgLYnrE8Dgym4XNKWNdCy1gTuTL29qdtcSpgvO+2oOngOWoZ01Hnhijw5j7K4HlMGXBJAod6rwynQ6zJOFu0BJ3wqBKWxXy2nQwhwMmxPPqTBXhVCREPVXgezZXhN7NrukHQEnROecw+lfbxHhrK4OlDwzgcz2IkW0LWVAlumihsY2EOb1PAicF00bby8Zk9eda5yhQrOD6Ss9Wxq39X55Fx3fIoCAH+cHQULUEn8iUNDX5TrdZU8gWo4NS6lgDcioiuqAeXLApB4DlcsihsK0FruoGhzGShL4BmeNe1BqbM5CgOHiubfFNUAdDJ8UCqiD39KYRcMlY0ePHujc1wy6LtSWtB7PfRz3n1VAKaQXDzqgb4VGnShN7qS7cy1wDQHFSxvMEHWeQRcEpIlyp47shITeltUdNrqg0sGv3qeLk/se4Det33pwo1QmrV52H7qQT6kgWEXA6sbvLVlEB3Rb24cVUMN61qAM9Rj2lrYaejzo2Qi3oYVwcVUZ9S1XNPA+5f7OhDz1geiyMedE5TtWGdm+UNPrSGXDMuhE+8vwWO9i9nSxoOD2VQb/boL41Ri6WJQc9EaAUE9fU2DKow3BRQ7UDP73TArViCYPRni+rctqCRKFARLsPMrPI8FUrKFCsIux3Y0hnGoogbgsDZgb5D5FHnHu/9/e3eQTy2bxDrWgJoC7umKeKtfQ62hlxYa3oBV3QDLxwZwSsnxszxtLaf+pN4jpbtV1faTLw/qsdNmOZzDELMRZLx0uUruurw/1zWYau4a1U6CBZUfE2paWeb+BcuXhTCxR0hRLzUB5sD7GefwHO2N65LFsyWBrooJPL8pIw2x5nK+IWK3Ss+F1ig+xoghODT/70Lx0Zy+Np71tWsiEzH3v4U3vyvz+JIPDPrtgzGucSaZj9+/YmtuO3iVnzvhRPYdipR0xfGYDDOHOVyGdu2bcO1115b8/Nrr70WL7zwwrTve+CBB3D06FHcc889c/o7pVIJ6XS65j8ASGRLGMmW7DLN8ekHoWWUM3z/tYackEUBjX6nPXmjiro6esfyGEwVwZsqxFYWcqo5WaakIV/SoelGTRa2GsnsAb16aT0uX1I36fcuh0h7UCXeXmiuzuwdHsqgJehER1UZH8dxWNXoQ6PfiWUNnmkXtMMuGVs76yAJ3CT7IYBODAdSRbx4fNQuQ67zylhS70HEK5s9tzTA6Evkzb7fABymsNDEY75pVQM0g2BPX4qqWHOAX5UwmikjV9Im/vkaqse3I+xC2FUrHGb9+uRoHrt6k6joBta1BrClM2wfP2cuBGxsD2JzRwglTYdzmuwOx9FjkwRqM0J9aXW8eHwUj+0bxCsnxuBRqC+pLE6emo7lSuhNTP19MzFoGp8g0+BpacwDv1OCJHIIe2hgV9KMSUGBlb2yftwzlkdvIj9tJizklnHrmsYaZd1ihQZHksDbJexeVaoJMgplfdaJusBxWNnoQ8gto6xTmysANeWl1icmCxWUKvqkPl+AKpJvag/ZaspLY14sa6BZudFsCSdGc9DMzKVFg1/F2pbxagArWNQNgmUN3kl/Y+J2E5lqcWIqeyHreuI4Ds8eHka6UIHTIVIxqllcDkWex+J6D1Y1+ZEra3hs3yB+vXvA7tGtRhaqPIvN/ydyZTxzaBjZkoYmv4oVDT5UNKr8PZQuwadK6Kr34KZVDbioLYioV0FTwImipuMXO/rwy5392LwohIvagjgwmMZYrjxteW31tSDwHFpCTrtX1SmPW4RZezfxUyzNA4HnkSlSn+YrlkSwusmPN6+I4rrlUXvb6rhkChFsALS3vcdsDbD+Xp1HQdSn2vf6ygYvKjqpuW4Ng+BIPFvjoztVUG5dW80BJ7KmkjVArwu6wEDLog1CEE/TLPzmRSF4FUfN53AAKrqBeq+MmE+Z+GemhZUuvwa+9cwx/Hr3AP7uxqW2suNsFCsGvKpYswrEYJwvOB0iPn/rCty4Moa7H9qFrz15FCPZMi5bUmfbUDAYjIVnZGQEuq6jvr6+5uf19fUYHByc8j2HDx/G3XffjWeffRaiOLev+/vuuw+f+9znJv28zqPgoq5x70JrTutTHehNFNAWnj7D6pJFXL8iWvOzPxwdhSzxIAC8igjDIIini3ArIpwOccpAtz3kgt/lsBVGp6LBryKeLuLYcBaXVAnmNAedaA46UdENPHUwjmS+gtaQE7euaUSupGHfAA3osyUNp8byttqohc/pwK6+FMJFKyCcPPMey5fx/JERbF1cZ1t+yKJQUwZqBdgV3YDAC1AkAYsjbgymi8gUK3j1VAIxn4KlMS/SxQr6ksUps8cAbKsUiechSzxSBRrg5st6TfA1E8dHcsiXdSw3gx+vKmIgNT5hXd7gRVt4vDc0XCWemciV8czhYWxoC6LRr6LOI6Mt5KqxfppIRTOwqy+JmE/BikYfDLNHe3G9B4l8GQcGMhAFDhPXEk6O5jGULk2ZoZ54rRhVFQQ8Ny6EU6zoODiYQdpUfLUEuCzCbhkBpwNdUSrqc1FbcNZM4kR29yUxkCpibYsfzQGa3fU5axcoqoPIaeFQlT2jQk2L6tw1VYBWIHXZ4jpb7GtZzGtfyxYP7+xHnVu2t7cC+ueOjODUWB4exYvGAO1ZHUwXJy1aCTw3ScF7KqYK7Na1BOB3Svj9gfjEw6t9bZ4rh8jblSGHTSGka5dFbZub6f827Pu2o86FkEvGaK5U4w3rlqnHc/X5sHZZddDKjXxZR3+qAIPQRYVGv4qBFC2h9jsdEDj6POuMuPHckZGazHfEo0DTDbx8YgwnRvJo8E+e5y+qc9v+0gB93jyyewCbF4Xgdzqwptlfc0xTIYsCFkc8aA5ST+ZkvmKrnkd99TXXiNMx+XqZiGEQugg1w7WeLWlIFsp2KThAW07cNYH55PN6bDiLRL6M9pATksijJeTEwUF6fQo8VQFfUu/GaLaMUsUwrbishTTzM21RLg7pooahVBEcx037XJwIC3RPk8f2DuKLjx7ArWsa8KGt7XN+3/rWAH56+yVncM8YjDPPpo4QHrnzMnz1d4fx708fxX+90oNlMS9+9YlLz/auMRgXNBNXzKfrldd1He95z3vwuc99DkuWLJnz5//N3/wN7rrrLvt1Op1Gc3MzLl4UgtfrmbS9LPJzmgRbWGV2JV2HLNGJfLqo0axCogCB57Cm2T/lMcUzJUR9Kup9Ss2Ei+M4EEJscR6DUNujqUr1ErkyUoUK1rYEcIm5QF292comP5ZGvXb/cPV+RzwKdvelJokXWRSnyNJdvTSCZw8PI2OqpEoCP6k31MoYSiK1OImZvqtD6SIGkkUEXRImTyEpblm0RVsu7gghW9TQ4FPhmcUSTjNLxBeF3RAFDhvbgwi5ZZwarc2aWsq9U2Fld8ayZTT6VTsjZzFVFq6g6ajoVORL4Ol5awu5aLkoByxr8OLYcHbS+xr9ak2fa80+TnhtGOMq35pBcHI0B80g8ClUwdirSLhpVcOkDKQk8LisqgqgwT97ld5EtnaGsW8gjXxZR8SjoKTrAKauPpiJ6rETeA6bOoIYyZZqenSt67baW3hxvQcNftUWdaOfRdWQreyetfmGtiBShQpkkYfLIWDTDAkbwyB2Kfh0TJXRbQ5OvwBW896qwCXqV7Ak4kHPWB7xTAmjuRIS+ZmTQxxHvVqTeSretbaF9qC/fJyWAVuWPtEJmUDreJwOEUvqPdg/kEYyX0FZM9ASdELkeVzcEZpUZVDRCSIeBX6nVPP8EwUeHWE3wh4HRjI0c0k9Z+m/J/bYizxVn69+nllMp7oMwM7KexQJsljC0eEsJIGbFMxWn6/pSpeLFcNWTp/u7/UmaGl8d2y8R7feq8IgtToFUy06ySKPJvM6WN8aQKZINR1E07qyO+rF/oE0yrqBgVSxZqEKqCpdBhByOVDRDGSLFTjnuAbFAt3TYG9/Cp/88Q6safbji29bNSdBnif2DeHAYBofvaJz2vIOBuN8QpEEfPr6btywMoa7/msH9vSn8bEfbsOnr+tGY0CtKYViMBivjXA4DEEQJmVv4/H4pCwvAGQyGbzyyivYvn077rjjDgCAYVBxG1EU8dhjj+Gqq66a9D5ZliHLs1vena4QHbXScKDOI6OiGxjJUusOkecQcjvsgHCqT+c42Jnjg4PjWUO3LCBT1OwAIOpTpg2+vapEgzqXPKWnp1+V0BJy2sGShSTwaA+7YBADI9nylNkEp4MGw9WBrCTQ4DUDzdxGoMqoVc/HZTEvzaoEnPYElgMt9VvZ6MPQNLY6EyGg/Z/D2RLyFX3aANU6zuagE131npreU6ssci5nt8Gv4qZVDZOzczO82ykJWBbz4uKOICSex+VL6uyJskehmd2JAk8A0B2jtjg1f8dc4Jh4LVr9sCLPwa2IGLHKfkMuxPwqVjb68NTBODoj7nnZlMwFr0qFocqagdawa066LbNhGFRMKlWoQK8Kaq1xJgCuXlpv90pO7CW27gWr99MKjBv9Kq5dFkWurM14PxNC8Mtd/fAoIq7qnvyssXgtU1uBH+8THkgW0R5yoTGgIuKRccPKGCSBtxXJp4bD8gZalk0IgU4Iwm552rLzmXDJIjiO3q/pYgX5IY0qnFehEzJlHz4ArGyiwaxVbh7xyHagOxFFEqZ9VlmnZLaybVnizQXCwLSLcMD0YlSaYaA/WYAiCeYC3+Ttoj7F9I8eX/x588oo9fku6+NZ2Anv7Yy4q9pd6LVsnefq/an3Kgi7HRB53l7QsoJ26/AtvYJsSZvbA8p639w3ZQDUdP7D//EKgi4Hvn3bhjmLST13ZASP7RuactWGwTifWdHow68/cSk+c303ntgfx9VfehpX/stTs/aIMRiMueNwOLB+/Xo8/vjjNT9//PHHccklk6uEvF4vdu/ejR07dtj/3X777ejq6sKOHTuwadOm17Q/dofuPL/SLOVMgAaBZc3AoFmK1hZyYaWZ8ZiqzC5f1qHpZFLw4FMduKo7gsWR2f3rFUlA1KtMOyEMTMjkVhP1Kbb/7VQEXQ5sXhSaFGhYWS2XTC10LJEjC5csYpPpU1mNQ+QRM8sfIx4FN6yMzXhsxKCZpkSugsoUgk7V8DyHdS2BSfs6lXDYTEy0mqn5rCl+xnHUmkcWBRQ1HS8dH0OiKgiYT6nwdNvqpmWRJPKQRQF/ur4Zq5p8EAQefqcEnRDb3mShsRZ4eQ44OZrD6Axl9jNRfV9VdAMnR3NoDblqSsfHAyECtyxOKwY3vr1VukxfD6aK6E8V0DydYNmE9822eD2fxS99woOD4zg4HSIuX1KHtc1+HB/JYU2zH7esaZzTojnP0XtbFgUYBHjyQBx7+lJTthjMxKWL67Cy0YdlZuaS54DBdHGSp6tXEVHnlqEbpMYWihDaMx/PFO3zMx8rnNpjqg30psMji3jzihjqvTOf/+mSbC6HiIFUcUqxQQu/6pi0cFas6HjlxFituvQsh/rqKeo/DdRmmJP5MiIeBbLEo1im96+1GDjuC02vm/WtAUS9c6+2YBndeZDMl/G+776ETFHDT2/fPOtDpZp7b1mObEmbcbWFwThfkQQeH71iEW5aFcMnfrwd208lce2Xn8Hf3rAUN6yMMhsiBmMBuOuuu3Dbbbdhw4YN2Lx5M7797W/j1KlTuP322wHQsuO+vj7853/+J3iex4oVK2reH4lEoCjKpJ+fDvYke86dUrU8tncQhYoOv1MyxWYIBlIFeBTMtBpIAAAmSklEQVQJbnnqHt2OOhdaQ85Jk06B52oUlmeiohv4ze4BRDwKNi+aXLps9dxN98jixg98zlj9wYCZ4ZWEmnLT8Q8f/6c1ybX+L0v8rBN+nVBlZH+DZ8aAfSasyfBcgouRbAnPHxnB+tbA9OrOE6joBnb0JNEccKI75rHVXC3mE+hu6QyjZyw/aQJvLSJIpvqOUxYgCTwKZQ07epLIl6mi9nSCZq+F8UB3XEzqdKi+OkSBB68bk8pnx0uXZ/6sX+zog1eV4DctZ6xqhRePjwJAjWXMdMynPWEuTLz8q9WRlzf6MJgu4uBgFu3h8cWrzR2hGcXOrM/lOSDkktGXpL2201S8T0nQ5cDyBp89NiG3A/FMCelCpaadIVfScXQ4i0bTt7r63BwdzkKrylyednHbFKXpUxHPlPDHY6O4YklkUj94NdOVLm9dHEajX8WR4QwMMvWzr6jpdrWNxXCGinTNVvZcDcdxdll99X2bKWrwqRI2tAXtlhbr/5q5cKVIPPIlHXGjNK8FDBbozpF8WcMHH3wZx0dz+I8/34ilsdkfDLpBcP8j+/GBLe1o9KszlhExGBcCzUEnfv6xLfjjsVF8/pf78Jc/ehWNfhX/+q412NAWPNu7x2Cc17zzne/E6OgoPv/5z2NgYAArVqzAb37zG7S2tgIABgYGcOrU62v5Nd+MrsWaZj9ShQr2DaThdNCJfX+yCIEv0R7dCdtHvQpiPmoZNHHBeLoJ3FRkzcmaIk09+7QmrDNZegCnH+A7RB4eRZxaibbqqMf3o3abNc1+7OhJTrtvHMfNmqGbiaaAipJmzElY0C1T4TC/c+5BtVXumSpUwIFOeo2q5LMo8GgLuXBiNDfrZ/lUCb7GyRl2K3C2bGD29qVwaCiDsFtGqWJgLFvGzasb5rzP88HKQhU1Hbv7UtjUHrI9TedD9URe4DncuLJhUt/4+DU687XYGnLBLYsIOCWcGsvbdkibF4UgmBn22ShptOd9OsXl2bhscR2kqvt2YnVj9T2sSgI2d4QmLV5FvNP36Y6PBC1lX9viR7ak4Q9HR+a9r9XrJi5ZxBVdkUnPC56jQfFEjQKO43Dd8igcAo9dfbTUWphG7nhNs39G0biYT0G6UKlpc5h6f+kOT1dKPb5vU/9ckQQsbfAiWaggPk2bxJJ6D5bU12o0SAI/ad9mexJvbAvaPbrVlSACz8EgqClznli5s6jOjVLFQK6sTVrsnAmWXpwD2RINcnf2pvD196yzV4Fno2csj5+83IPnD8//RmMwzmcu7gjhlx/fiiuW1GEwVcTb//0P+OCDL2N370w9NgwGYzY+9rGP4cSJEyiVSti2bRsuu+wy+3cPPvggnnrqqWnfe++992LHjh0Lsh/V/YGnQ8SrYLE5cfKY/pchl8MWUZoYaG7qCGFjO10sk0WhJhCbzjZjKtyKiEsWhe1e2InMVn1yumWIFvVeBZcsCk9Z3VX90dYksDpTBWDGnlK/04ENbcFJvazzgeM4dEbcc9ISUSQBb1pWP2kRP+CiAUq1v6eFLPJY2eizBX6uXlpvl2dbVAv2rGj0YUuVevZ8sLKrY/kyMkUNflXC5kUhbF4UwqN7BnByDsH0vP+mSMdN5Hm0hlzTLqjMFVnkYRgEA8nCpHLraquumVjT7EdnxD3JDiniUeaccX50zyCe2B+ffcNpCLhqS1/FCWnW6mtf4DlEvMqcAnCLVtNj2qq0LGuG2Ws7//u1+j25ko49fSlbvK1mu2ner0gCeJ6ze6ZDbtrSMPHebQ25ZqwM7ar34PoV0VlbJB0CP6de8Jnu6R09SRwdproHcx2x5qATl3SGa6o/ZhvvYkW3F3GqFzeaAipWNdUuWk28dziOQ71PQa6sz5rlroalGGchla/g/Q+8hD19Kfzru9bgTcumb8SfSFvYhSfuunzGVSgG40JF4Dk8+MGNGEwV8D87+vHvTx3BzV97Dtcuq8ed1yyZdqLJYDDOfar7A18L1yyth0PkcWIkh7awC16FWoDMNpFZ1eSHKgnYN5Cel8CjyHPUU3WOmSnXNBmX13jYUzLzUcztDzaehlLwQtMUcCLgdEzq/wXoQoFD5KhCLD+1orPAc4h4FMQzRXgVqaYvdS4sb/DiSHxcufna5fV48egYeJ5mL3nTR7cyRfDyWpnYo+tTpXllvC2sPWsPu7GzN4F9A2kUNcP2mQbG/Z/dUywozIWesTx6Enlc1Bac0/1wOpnp6Yh4FGxoCyKRK+PocLbmHiaE4JnDI2gNOtE2R8tCv9NRk1l95WRizl6ry2LempLf6kUoQmiJfkkz4Kq6DCNexZ7bW/25E8u7Vzb5MJSm/tdeRULEM79YgOO4OQWwHkXEFV11s2Z+Z6p8Gc2WkClq8CjSa2o1m+2dO3uTGM2V4VGkmnM+misjma/UqHSrkoCOsBstofGfGYQg6HTA5RCRnVrfaxIs0J2B4yM5fOT7r+DEaB7fum09rl46tyD3m08dhU+V8J5NLSzIZbzhifpU3H75InAA7nvkAJ43hdmuWVqPv7i0HRvbg6yHl8F4g2IFQ4vrPciVNZQqxpwCXWC8N3E+pcu5so7f7R9CV9SDbrM3cbq3b+4IwTthcm9ldE+3hHMmpnoOnq9PxqmCXADQdAM7e1NoD7mwaoKS7WxcurjO7tebic6Ix7aTAQCXQwLPcyhVdDxzaBiXL6mDLPLzyhjOFStg5Owe3dPrlbYu/7awE40BBb/bH58UaPqdDly6uA6BGfoyZ+LVUwkAtIx4Nl3Vhe7RBeiiTCpvlrFWXfsGoZo46UJlzoHuRFY1+eyM6mwsnlCSW62a7jKvkdmeR1MtiLllEe662QXyXiu2f3dneMYM/UwK1FcvrYffKaE3UXhN6tmzPYpXNfltodLqBYVCWUe6UJnwWZytYG2RL+kYTBcn2TTNBAt0p+F3+4dw5092QBJ4/OcHN+LiGfzFqjEMgldPJeBRRLx7YzObwDMYJh/c2o5FdW5s7AjigedO4MEXjuOJ/UNY1eTDhy/twA0romdk8shgMBae09BkmpWTo3nIIo8NbUHbE3cmOupcKFb0OfWTWqiSgIhHmTLzOTEzPNVCteoQsKLRhwbfwmdOrYB9qvLkM5FBPhtYQlG5efTYWUzsUZ0rVr9zSTNQKFP7petXzKxg/VopawZ296VwUVvwNYleceDglqVpA83THRMAuHxJHcgEH9TpyJU0CDw3Z6eRuWL1uld/9Qs8hyu7I5PEt+ZDvXnvEmBa/+XpqA7AYj4Fb1pWP2Nm9UwsAswH65y8VrFb6xlT/xoSdKqpfD3d4kt72IVdvUkAtQJehNA+8NlwygI8sljjEz0bLNCdQCpfwRd+sx8/eaUHq5t8+MZ718+pFMjydvKpEr72nrWQeJ4FuQxGFZLA4xqz9P+m1TF865mjeMeGJmw7mcAn/r/t+KJfxW2bW/GODc2v6cubwWCceazM1XyyqbMR81HRxrmW30oCP8nfcjYEnpuks2Flk9rm6Km66AxlaXxOCVs6wwhVPf8utGnEpvYgfKqETe1zEyc8XdGvaqySTo8iYnG9BxtfB2FESeDQGnLVZAfnw+tx3udTUv3E/iG4HKL9HT7xcxr9pxccFSs0YBEnNNovlCL2fBbBpkIQeDhnWYDXdAMcx82rhWIhccsibl7VcFqewdVYpfyvaWGG43Dd8rlVv1aXWreEnIjMYo8EACCzq4xPhAW6JqlCBT988SS+/cwxZIoaPnbFInzi6sVzXr2640evYjhTwk8+snlBDMIZjAuZeq+Cd29swUcu70DYJeOJ/UP4jz+cwP2PHMCXHjuEG1ZG8d6LW7G+NcAWjBiMc5DOOjd4jrNFYBaCjXMMfhYaSeBx/YrorD1urwfT9aNeIAldtIXdaAuf+XLOaqqFvcqa8ZoDgtlY0+yHQQh29aYQcEqnZfV0yaIQ+pKFM2pJeXQ4ixMjOVy2pG7WHt2N7cFJ/dTNQSc8sjip9Hc+RH0K4ukiGs6B3vJqruqOTAq+p+PXuwcAnN3M7kJc01Z5tiWodrrMdc5Wvc8+VZpzD7hiWq3NsUX3jRnojmZL6E8WkciXcWgog5dPjOHJg8MoawauWRrB/7q2a072QdXcsroBGbO0g8FgzIxbFvH3Ny0DQIUnfvxyD1qCTnzurhX44Ysn8dC2XvzPjn50Rz34s00teMvaxjn7ZDIYjDMPz3M1VhALwe7eFEJux1mZ9J6rC9S2uvUFEumWNQOP7BlAe9j1mtSh50udW8aJ0RyODeewuN6N2BkoPbdoDblQ0Q0QgtP2M/YoErqjZ/Y7b49pfzOXa2uq8VrXEphiy/nR6FfPCQG1icxnvrGpPXRGFyReL2z/6TO84Mdx3GmLGJa0uWs4WLwhA93/+9xxfPOpo/br5qCK913cireua5qzEiwhBD/d1mt7aL155Znt92AwLlQMAqxr8cPvdKAz4sY/3LQMd169BL/dN4gf/vEk/v4Xe/GF3xzAm1dE8bb1TdjcETrjK/IMBuP159hIFmXdec5ld84mF1pBi9VbV9Lm3mO3EFzSGUZLyImXjo+ddjnxfLB6dNe3BhasDHehuao7AoO89t7ONzrROao7ny2u6o7M6X7TTaG3Mx3oXrusfl49ttU0B522MnNhju95Qwa6b13biIvaAvCpElqCM/tYTQchwM9e7YVfdZz1RnQG43xG4DnccdVi+/UT++P4/K/24gcf2oR3bGjG7t4U/uuVHjy8sx8/296HRr+KP1nbiLetb3rN/TcMBuPc4eql9a9JgOZCxIpzX6uN07mCSxbP2pypKeBEU2DhSu1nQjR7dJ3T2FOdC7AqqTcGHkXCXIrLLa/gM93CoUjCgouazcS5eweeQRbXe06rp4AQgif2x7GxLQifU8K3bttgm9szGIyFIeiSsKY5YJczNQZU/O+3rMDf3bQUv9sfx39v68U3nz6Krz15BOtbA3jLmgZctzzKrLwYjPOcqTxVGVPDxurcxjCoj27Q6ThnxRUPDmZwOJ7Bm1fEWNsdw9YBuNCuBfaknAcDqSI+9sNt+Mhli/BX13UtqHk2g8GgrG8NYn0rFaUpaTpu/rfncMPKKD574zLcsDKGG1bGEM8U8Yvt/Xjo1V78/S/24h8e3osNrQG8eUUM16+IstJHBoNxYTCFjdO1y6IQ52mZcq5QrOj47d5BtIZcWDODYrZLFoAMIM1REOhcQxZ5XL6k7ox49S4Uh4YyMAgxqwXOz+uJsXBc3BFCX+LMCqCdDThymvUw6XQaPp8PqVQKXu/8hJvOJ+LpIl44Ooq3rKWlNq+cGMOaZj/z+2QwXgdKmo4f/vEUljd4sakjhESujBePj+FNy+rtVccj8Swe3TOAR/YMYm9/GgBVvXzTsnps7QxjRaPvgluhZEzPG+W76fWCjefZxTAIXj2VwNKYF64LIIubK2l4Yv8QmoPOGcWMdIMgnimeUdGoNzqFsg6dEFYdwDgvmet3Ewt0Z+HLjx/CN586iqf++gqWJWIwzjIPPH8cn/vlPjxx1+XojLihG6QmiD01mscjewbwmz2D2NWbBCGAVxGxeVEIWzvD2NQRwqI6Nwt8L2DeKN9NrxdsPBkMBoNxrsEC3dNkNFvCPQ/vxTsvasali+uQKlSQLlRslS8Gg3H20M3sxkVttLT50/+9E9mShm/82fpJ247lyvjD0VE8d2QEzx8ZwamxPADA6RCwosGHFY0+LI150B52oS3sQsjlYJ69FwAX6nfT2YKNJ4NxYbKnL4Wjw1ncvKqBORkwzjvm+t3E6hUA9IzlEc+UqAy8KuHQUAZD6RKA+ZkYMxiMM4vAc3aQCwDLYl6M5Sv26w8++DI2d4TwF5d1IOhyoDXkxNbObvicEnrG8th2MoHdfSns7k3hxy+fQr6s2+91OwTUeWWE3TIiHgUeRYDA86jzyHA5RHAcwHMcXLIADhw0g0A3DOgGMf9N/6/p9OcVg0DTDVR063f035pu4OKOEN61seV1HTsGg8FgMCx6E/mzvQsMxhnnDRnoVnQDx4Zz6IpS5eW/+ulOpAoVPHrnZZAEHr+98zKW2WEwzgM+sKXd/ndFN+CWRThlKv5R0nTc9G/P4a+v68JfXtkJp0PAZ3++G/fcshx/f9MyHB7K4LqvPIOPXdGJiFfGS8fH8KtdA3AIPJL5CgbTRWSK2mntl8hz4DnAIQoQBQ4iz0PkOYgCB0ngWYUIg8FgMM4qV3XXwyCEZXMZFzRviEB3NFvCyycSuGZpBKLA418eO4gHnz+BnfdcC0US8A83L6vJ2rIgl8E4/5AEHl9991r7Nc9x+O77N6DN9Np1iDzee3ErOiNuAECdR8YdVy3GDSuj6I56cfOqBlzRFcHWzjCiPgUj2RJeOj6GDa0BuBURR+M5PHlwCG9aHkVAdeCFoyP4/h9P4uvvWQefKuHbzxzDV39/GAc+fz1kScD/eewg/ntbL164+ypwHIdHdg+gL1nAhy/tAAAMZ0pQHQITAmEwGAzG686Fpq7LYEzFedGjSwgtCeQ5DgLPQTcIRrMluGQRLllEpljBi8fGsLLJh3qvggODafyfxw7hM9d3ozPixsM7+/GJ/287HvvUZVhS78GhoQyOj+RwZVeE3egMBmNByJc1DKSKWFRHA+kn9g3h1VMJfPr6bgDAZ/57F149lcDjd10OAPjwf7yMgVQRv/7EpQCA+x85ALcs4I6rFgMAXj4xhpDLgQ7z8xhzg/WULixsPBmMC5MdPUmcHM3hltUNLMHDOO+Y63fTORPlbfjHx/G/f7XPfr3ob3+DLz12EABQrBhY/NlH8L3njgMARrIlbPzC7/CrXf0AgKF0CR/+z1fw8okxAAAHDr2JAtJF2rt32eIwHr5jC9pCNLOzpN6D65ZHWZDLYDAWDKdDtINcALhmWb0d5ALAF9++Co/eeZn9+v2XtOHjZlALAEPpIoYzJfv1p36yA1978oj9+pavPYdvPDX++t6H9+KZQ8MAqEjX7w8MoT9ZAEDLuI/Es8iWNPv1cKaEkkZ7kkuajqF00X6dLWk4OJhBsUJfxzNFPHd4xH59bDiL/9neh7JmAKATpO88cwzWOumTB+P28xoAHtrWW/M8//enj+Jvf77bfv25X+7FX/10p/2a9YoxGAzG68totjT7RgzGec45E+l9cGs7ti4O268/dc1ibF5EX4sCh7++rgsb2qjnmk+VcN9bV2KDKUrTHFTxq49vxeVL6gAAXVEPHvnkpbZHm9/pwKomPwtsGQzGWaXa1ujSxXW4fkXUfv3ld67B525dYb/+1m3r8bErOgHQqpalUS8aTYuzkqbjV7v6cWgoAwBI5sv44IOv4HcH4gCAgWQR13zpaTyxbwgAcHAwg4v+6Qk8d3gEALD9VBKbvvA77DiVBAC8cGQE133lGRwbzgEAnjs8gvd+90U78H7uyAju/MkO5Ms0cH7+yAj+6Tf7oRs00H31ZAI/ePGUve/HR3LYdjJhv86VNKQL46JhftWBoMthv1YkYZ4jyWAwGIzXwhVdEdywMsayuYwLmvOidJnBYDAY01PRDewfSCPqUxDxKMiWNDx1MI41zX40BZwYy5XxyJ4BXL6kDk0BJ+LpIp48GMeVXRFEvAri6SJePZXE5kUh+FQJI9kSTo7msbzBC0USkCpUkMpX0BhQIfAcSpoOwwAUiT/nJknsu2lhYePJYDAYjHMN5qPLYDAYjDcc7LtpYWHjyWAwGIxzjfOuR5fBYDAYDAaDwWAwGIyFgAW6DAaDwWAwGAwGg8G4oGCBLoPBYDAYDAaDwWAwLijE032j1dqbTqcXbGcYDAaDwXgtWN9Jpyk/wZgA+65nMBgMxrnGXL/rTzvQzWSorUVzc/PpfgSDwWAwGGeETCYDn893tnfjvGd0dBQA+65nMBgMxrnHbN/1p626bBgG+vv74fF4zjl7iZlIp9Nobm5GT0/PBaMgyY7p3OdCOx6AHdP5wIV2PMDsx0QIQSaTQUNDA3iedee8VpLJJAKBAE6dOsUWDhaIC/G+PJuw8Vx42JguPGxMF5a5ftefdkaX53k0NTWd7tvPOl6v94K70NgxnftcaMcDsGM6H7jQjgeY+ZhYQLZwWBMIn893wV1DZ5sL8b48m7DxXHjYmC48bEwXjrl817PlbgaDwWAwGAwGg8FgXFCwQJfBYDAYDAaDwWAwGBcUb7hAV5Zl3HPPPZBl+WzvyoLBjunc50I7HoAd0/nAhXY8wIV5TOcybLwXHjamCwsbz4WHjenCw8b07HDaYlQMBoPBYDAYDAaDwWCci7zhMroMBoPBYDAYDAaDwbiwYYEug8FgMBgMBoPBYDAuKFigy2AwGAwGg8FgMBiMCwoW6DIYDAaDwWAwGAwG44Liggh0v/GNb6C9vR2KomD9+vV49tlnp932ueeew5YtWxAKhaCqKrq7u/HlL3+5ZpsHH3wQHMdN+q9YLJ7pQwEwv+Op5vnnn4coilizZs2k3z300ENYtmwZZFnGsmXL8POf/3yB93pmFvqYzvY5AuZ3TE899dSU+3vgwIGa7c7meVro4znfzhEAlEolfPazn0VraytkWcaiRYvwve99r2ab8+1emu2YzvZ5ms/xfOADH5hyX5cvX16z3dk+RxcSp/vsfiNx33334aKLLoLH40EkEsFb3vIWHDx4sGYbQgjuvfdeNDQ0QFVVXHHFFdi7d2/NNqVSCR//+McRDofhcrlwyy23oLe39/U8lHOW++67DxzH4c4777R/xsZ0/vT19eG9730vQqEQnE4n1qxZg23bttm/Z2M6dzRNw9/93d+hvb0dqqqio6MDn//852EYhr0NG89zAHKe8+Mf/5hIkkS+853vkH379pFPfvKTxOVykZMnT065/auvvkp+9KMfkT179pDjx4+T73//+8TpdJJvfetb9jYPPPAA8Xq9ZGBgoOa/c/F4LJLJJOno6CDXXnstWb16dc3vXnjhBSIIAvnCF75A9u/fT77whS8QURTJH//4xzN4JOOciWM6m+eIkPkf05NPPkkAkIMHD9bsr6Zp9jZn8zydieM5384RIYTccsstZNOmTeTxxx8nx48fJy+++CJ5/vnn7d+fj/fSbMd0Pj3vkslkzT729PSQYDBI7rnnHnubs32OLiRO99n9RuO6664jDzzwANmzZw/ZsWMHufHGG0lLSwvJZrP2Nvfffz/xeDzkoYceIrt37ybvfOc7SSwWI+l02t7m9ttvJ42NjeTxxx8nr776KrnyyivJ6tWra56rb0Reeukl0tbWRlatWkU++clP2j9nYzo/xsbGSGtrK/nABz5AXnzxRXL8+HHyxBNPkCNHjtjbsDGdO//4j/9IQqEQ+dWvfkWOHz9OfvrTnxK3202+8pWv2Nuw8Tz7nPeB7saNG8ntt99e87Pu7m5y9913z/kz/uRP/oS8973vtV8/8MADxOfzLdQuzovTPZ53vvOd5O/+7u/IPffcMykofMc73kGuv/76mp9dd9115F3veteC7PNsnIljOpvniJD5H5MVGCYSiWk/82yepzNxPOfbOXrkkUeIz+cjo6Oj037m+XYvzeWYzsfnncXPf/5zwnEcOXHihP2zs32OLiQW4vv1jUg8HicAyNNPP00IIcQwDBKNRsn9999vb1MsFonP5yP//u//TgihiziSJJEf//jH9jZ9fX2E53ny6KOPvr4HcA6RyWTI4sWLyeOPP04uv/xyO9BlYzp/PvOZz5CtW7dO+3s2pvPjxhtvJB/84AdrfvbWt77VjifYeJ4bnNely+VyGdu2bcO1115b8/Nrr70WL7zwwpw+Y/v27XjhhRdw+eWX1/w8m82itbUVTU1NuOmmm7B9+/YF2+/pON3jeeCBB3D06FHcc889U/7+D3/4w6TPvO666+Y8Rq+FM3VMwNk5R8Bru+7Wrl2LWCyGq6++Gk8++WTN787WeTpTxwOcX+fo4YcfxoYNG/DP//zPaGxsxJIlS/BXf/VXKBQK9jbn2700l2MCzq/nXTXf/e53cc0116C1tdX+2dk8RxcSC3F+3qikUikAQDAYBAAcP34cg4ODNWMpyzIuv/xyeyy3bduGSqVSs01DQwNWrFjxhh7vv/zLv8SNN96Ia665pubnbEznj/V98Kd/+qeIRCJYu3YtvvOd79i/Z2M6P7Zu3Yrf/e53OHToEABg586deO6553DDDTcAYON5riCe7R14LYyMjEDXddTX19f8vL6+HoODgzO+t6mpCcPDw9A0Dffeey8+/OEP27/r7u7Ggw8+iJUrVyKdTuNf//VfsWXLFuzcuROLFy8+I8cCnN7xHD58GHfffTeeffZZiOLUp3NwcPC0xmghOFPHdLbOEXB6xxSLxfDtb38b69evR6lUwve//31cffXVeOqpp3DZZZcBOHvn6Uwdz/l2jo4dO4bnnnsOiqLg5z//OUZGRvCxj30MY2Njdk/r+XYvzeWYzqfnXTUDAwN45JFH8KMf/ajm52fzHF1IvNbz80aFEIK77roLW7duxYoVKwDAHq+pxvLkyZP2Ng6HA4FAYNI2b9Tx/vGPf4xt27bhlVdemfQ7Nqbz59ixY/jmN7+Ju+66C3/7t3+Ll156CZ/4xCcgyzLe9773sTGdJ5/5zGeQSqXQ3d0NQRCg6zr+6Z/+Ce9+97sBsGv0XOG8DnQtOI6reU0ImfSziTz77LPIZrP44x//iLvvvhudnZ32xXnxxRfj4osvtrfdsmUL1q1bh3/7t3/DV7/61YU/gAnM9Xh0Xcd73vMefO5zn8OSJUsW5DPPFAt9TGf7HAHzG9Ouri50dXXZrzdv3oyenh78y7/8ix0YzvczF5qFPp7z7RwZhgGO4/DDH/4QPp8PAPClL30Jb3/72/H1r38dqqrO+zPPBAt9TGf7PJ3ueD744IPw+/14y1vesmCfyZgMG8v5cccdd2DXrl147rnnJv3udMbyjTrePT09+OQnP4nHHnsMiqJMux0b07ljGAY2bNiAL3zhCwBoRdbevXvxzW9+E+973/vs7diYzo2f/OQn+MEPfoAf/ehHWL58OXbs2IE777wTDQ0NeP/7329vx8bz7HJely6Hw2EIgjBp1SMej09aQZlIe3s7Vq5cib/4i7/Apz71Kdx7773TbsvzPC666CIcPnx4IXZ7WuZ7PJlMBq+88gruuOMOiKIIURTx+c9/Hjt37oQoivj9738PAIhGo6c1RgvBmTqmibxe5wh4bdddNRdffHHN/p6t83Smjmci5/o5isViaGxstANCAFi6dCkIIbYC4vl0LwFzO6aJnKvPu2oIIfje976H2267DQ6Ho+Z3Z/McXUgs1HPhjcTHP/5xPPzww3jyySfR1NRk/zwajQLAjGMZjUZRLpeRSCSm3eaNxLZt2xCPx7F+/Xp7LvD000/jq1/9KkRRtMeEjencicViWLZsWc3Pli5dilOnTgFg1+l8+eu//mvcfffdeNe73oWVK1fitttuw6c+9Sncd999ANh4niuc14Guw+HA+vXr8fjjj9f8/PHHH8cll1wy588hhKBUKs34+x07diAWi532vs6F+R6P1+vF7t27sWPHDvu/22+/HV1dXdixYwc2bdoEgGbbJn7mY489Nq8xOl3O1DFN5PU6R8DCXXfbt2+v2d+zdZ7O1PFM5Fw/R1u2bEF/fz+y2az9s0OHDoHneXvSej7dS8Dcjmki5+rzrpqnn34aR44cwYc+9KFJvzub5+hCYqGeC28ECCG444478LOf/Qy///3v0d7eXvP79vZ2RKPRmrEsl8t4+umn7bFcv349JEmq2WZgYAB79ux5Q4731VdfPWkusGHDBvzZn/0ZduzYgY6ODjam82TLli2TbK8OHTpkaxyw63R+5PN58HxtGCUIgm0vxMbzHOF1ELw6o1j2B9/97nfJvn37yJ133klcLpetwnn33XeT2267zd7+a1/7Gnn44YfJoUOHyKFDh8j3vvc94vV6yWc/+1l7m3vvvZc8+uij5OjRo2T79u3kz//8z4koiuTFF188545nIlMpFD///PNEEARy//33k/3795P777//rFiiLOQxnc1zRMj8j+nLX/4y+fnPf04OHTpE9uzZQ+6++24CgDz00EP2NmfzPJ2J4znfzlEmkyFNTU3k7W9/O9m7dy95+umnyeLFi8mHP/xhe5vz7V6ayzGdj8+79773vWTTpk1TfubZPkcXErOdHwblox/9KPH5fOSpp56qsb/K5/P2Nvfffz/x+XzkZz/7Gdm9ezd597vfPaXNSFNTE3niiSfIq6++Sq666ipmM1JFteoyIWxM58tLL71ERFEk//RP/0QOHz5MfvjDHxKn00l+8IMf2NuwMZ0773//+0ljY6NtL/Szn/2MhMNh8ulPf9reho3n2ee8D3QJIeTrX/86aW1tJQ6Hg6xbt86W9CeEXoiXX365/fqrX/0qWb58OXE6ncTr9ZK1a9eSb3zjG0TXdXubO++8k7S0tBCHw0Hq6urItddeS1544YVz8ngmMlVQSAghP/3pT0lXVxeRJIl0d3fXBCSvBwt9TGf7HBEyv2P64he/SBYtWkQURSGBQIBs3bqV/PrXv570mWfzPC308Zxv54gQQvbv30+uueYaoqoqaWpqInfddVfNZJWQ8+9emu2YzvZ5mu/xJJNJoqoq+fa3vz3tZ57tc3QhMdP5YVAATPnfAw88YG9jGAa55557SDQaJbIsk8suu4zs3r275nMKhQK54447SDAYJKqqkptuuomcOnXqdT6ac5eJgS4b0/nzy1/+kqxYsYLIsky6u7snPUfZmM6ddDpNPvnJT5KWlhaiKArp6Oggn/3sZ0mpVLK3YeN59uEIIeTs5ZMZDAaDwWAwGAwGg8FYWM7rHl0Gg8FgMBgMBoPBYDAmwgJdBoPBYDAYDAaDwWBcULBAl8FgMBgMBoPBYDAYFxQs0GUwGAwGg8FgMBgMxgUFC3QZDAaDwWAwGAwGg3FBwQJdBoPBYDAYDAaDwWBcULBAl8FgMBgMBoPBYDAYFxQs0GUwGAwGg8FgMBgMxgUFC3QZDAaDwWAwGAwGg3FBwQJdBoPBYDAYDAaDwWBcULBAl8FgMBgMBoPBYDAYFxQs0GUwGAwGg8FgMBgMxgXF/w8WbIwu1OPBaQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1200x600 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pm.traceplot(trace)\n",
    "plt.savefig('Bayesian regression traceplot.svg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "b83da8e2-21fa-488b-94f1-89748271d2e6",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\seaborn\\_decorators.py:36: FutureWarning: Pass the following variables as keyword args: x, y. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x600 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot scatter and contour with marginals\n",
    "\n",
    "import seaborn as sns\n",
    "\n",
    "# sns.jointplot(trace['alpha'], trace['beta'], kind=\"kde\", cmap=\"Blues\", shade=True)\n",
    "g = sns.jointplot(trace['alpha'], trace['beta'], ax = ax)\n",
    "g.plot_joint(sns.kdeplot, color=\"r\", cmap=\"Blues\", shade=True, ax = ax)\n",
    "\n",
    "plt.xlabel(\"beta[0]\")\n",
    "plt.ylabel(\"beta[1]\")\n",
    "plt.savefig('Bayesian regression jointplot.svg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "0b6a858a-302e-4866-88e2-95004d8060d5",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Got error No model on context stack. trying to find log_likelihood in translation.\n",
      "C:\\Users\\james\\AppData\\Roaming\\Python\\Python39\\site-packages\\arviz\\data\\io_pymc3_3x.py:98: FutureWarning: Using `from_pymc3` without the model will be deprecated in a future release. Not using the model will return less accurate and less useful results. Make sure you use the model argument or call from_pymc3 within a model context.\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1800x600 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Posterior hist\n",
    "\n",
    "ax = pm.plot_posterior(trace, kind=\"hist\",\n",
    "                       figsize = (18, 6), \n",
    "                       edgecolor = 'k');\n",
    "\n",
    "plt.savefig('Bayesian regression hist.svg')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "ca50e016-86a4-4128-9091-2a22b4260b1e",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Got error No model on context stack. trying to find log_likelihood in translation.\n"
     ]
    },
    {
     "data": {
      "image/png": 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/JtfMz5PVIq0pbVBpbZvZ5QAAMKLuf3OX6tq6NW5UvD5/6hizy5EkXeRpHq8pI7oCAMLFyv116uhxKjspWpOzE8wuR59bmC9JemXzQTW2d5tcDYBgElxdMWAY/fKNnXp500HZrRb99cZinT81y+yShiQzMVqLx2dIYjkPACC87D3con94lsb+5LKpirQHxl91RyfHaGZukgxDem/XYbPLAQCMgHd3uv+8P3PSqICIPpydl6zJ2Ynqcrj07/VcJwIYuMD4GzVgsn+vr9RfVuyXJP36qhm+5muwunJOjiT3r8vlYiECACA8/PL1nXK6DJ03JVOnjEs3u5xjnDlplKQjzQQAQGhbtqtGknTWxFEmV+JmsVh07fw8SdIL6ypNrgZAMKF5jLC393CrfvDiVknubMQr5+SaXNHJO29KluKj7Kps6NDasgazywEAYNh9tK9Wb+84LLvVorsunGR2Ob2c5Wkef7CnVl0Op8nVAACGU0V9u8rr22W3WrRwbODsz7l0xmhF2CzafqhZOw41m10OgCBB8xhhzeky9O3nNqq926lTxqbp9rPHm12SX8RE2nThNHfsxr/Xc1cZABDaXC5DP/csybtuQb6KMuJNrqi3aaOTlB4fpbZup9aUcGMXAELZR/vci/Jm5iUrPspucjVHpMRF6mzP8j6uEwEMFM1jhLUnPi7V5somJUTb9dvPzpLNan4Wlb94J6hf3XxInT1MOAEAQtfbO6q19UCz4qPsuiNAbwRbrRadOdEdi0V0BQCEto/21UmSTg2gqWMvb8ThixsPyknEIYABoHmMsFXd3Kn7lu6SJN114SRlJkabXJF/LRiTquykaLV0OfT+nlqzywEAYFgYhqE/vrdXknTDogKlxUeZXFH/vNEVLM0DgNBlGIaveRxo+fuSdMbEUUqKiVBNS5dWl9SbXQ6AIEDzGGHrvqW71Nbt1Oz8ZF07L9/scvzOarXowmnZkqTXthwyuRoAAIbHB3trtamySdERVn3htDFml3Ncp41PV4TNopLaNu2vaTW7HADAMNhzuFU1LV2KjrBqdn6y2eX0Emm36vyp7ugKrhMBDATNY4SlbQeb9IIn4+mHl0yRNYTiKo520XR37vHb26tZzgMACEl/eNc9dXzNvHylB/DUsSQlREdoXmGqJGn57hqTqwEADIcP97qf+pxXmKoou83kavp20XT3kNHrW6uIrgBwQjSPEXYMw9DPXt0hw5AunTlac/JTzC5p2MzJT1FmYpRauhy+v8QAABAq1pU1aFVJvSJsFn3p9CKzyxmQxePduccfECkFACHpw72eyIqxgRdZ4XXquHQlxUSotpXoCgAnRvMYYWfZ7hp9tK9OkXar7jx/otnlDKujoyte3VxlcjUAAPjX3z7YL0m6fFaORifHmFzNwCwe724mrNxfpx6ny+RqAAD+5HQZWlXiWZY3LvCW5XlF2I5EV7y65aDJ1QAIdDSPEVYMw9CDb++RJN20qEB5qbEmVzT8Lpzmjq54a3uVuh1cpAIAQkNFfbve2Oq+MfrFxYGddXy0KdmJSo2LVFu3UxvKG80uBwDgR7uqWtTS6VB8lF1TRyeZXc5xXTxjtCTpja3VRFcAOC6axwgrH+2r08aKRkXZrbo1SB5vPVnFhanKSIhSc6dDH++vM7scAAD84vGPSuUy3JNdk7ISzS5nwKxWi04Z655G+2APuccAEErWlrkjIGbnJ8sW4Ht1ThmbpuRYoisAnBjNY4QV71Kda+fna1RCtMnVjAyb1aJzp7gfSXp7e7XJ1QAAcPJauxz655oKSdIXTwu+m8He6Ir32UcAACFlbWmDJKm4INXkSk4swmbVOZPd14lvbD1kcjUAAhnNY4SNbQeb9PH+OtmswbNUx1/O9fyl4O0d1TIMHkkCAAS359ZUqKXLoaKMOC2ZkGF2OYN2mmdp3qaKRjV19JhcDQDAX9aVeZrHhcGxlN0bcbh0W7VcRFcA6AfNY4SNRz8slSRdND07aJbq+MuisWmKibDpUFOnth1sNrscAACGzOky9OhHJZKkW04dI2uAPxbcl5zkGBWlx8llSB/vI1IKAELBwcYOHWjskM1q0ay8ZLPLGZDTxqcrPsququZObaxsNLscAAGK5jHCQk1Ll17a6N4ie8upheYWY4LoCJvvEdm3dxBdAQAIXm9tr1JFfYeSYyP06Tm5ZpczZKd5zuUPia4AgJCw1jN1PCU7UXFRdpOrGZgou01nTRolSb4ltADwSTSPERaeXlWubqdLs/OTNTs/OB4h8rdzphyJrgAAIFj9/YNSSdJ18/MVE2kzt5iTsKjIvTRvVQmTxwAQCtaVupfOzS0IrutNb3TF61sPEXEIoE80jxHyuh0uPbmyTJL0+VPHmFyNec6aNEoWi7T1QLMONXWYXQ4AAIO2q6pFq0vrZbNadOOiQrPLOSnzx7iXKe2ublVda5fJ1QAATtaa0uDKO/ZaMjFD0RFWVdR3EHEIoE80jxHy3t15WLWtXcpIiPLdVQ1H6fFRmuOZun57x2GTqwEAYPCeXuW+GXzO5FHKSoo2uZqTkxYfpQmZ8ZKk1SX1JlcDADgZrV0O7axyN16LC1JNrmZwYiPtOmMC0RUA+kfzGCHvhXUVkqQr5+Qowhbe/8p786yW7aR5DAAILh3dTv17wwFJ0nULCkyuxj8W+qIraB4DQDDbXNEol+FeiBqMNzcvnH4kugIAPim8O2kIeTUtXXpvV40k6eq5wbtUx1/OnOhuHn+0r06dPU6TqwEAYOBe3nxQLZ0O5aXGaPG4dLPL8YsFY9zN45X7yT0GgGC2sbJRkjQrP9nUOobqrEmjFGmzal9Nm/ZUt5hdDoAAQ/MYIe3FDQfkdBmalZescaMSzC7HdJOzE5SZGKWOHiePyAIAgsrTq8olSdfMy5fVajG5Gv9YUOR+tHlnVYsa2rpNrgYAMFSbKholSbNyk02tY6gSoiN02nj3jdnXia4A8Ak0jxGyDMPQ857IiquLmTqWJIvFoiUTMiRJyzwT2QAABLrtB5u1saJRdqtFnynOM7scv0mPj9L4Ue7cY6IrACB4bapokiTNyE0yuZKhu2CaN7qC5jGAY9E8RsjaeqBZu6tbFWW36tKZo80uJ2B4oyuW7Sb3GAAQHJ5e7V6Ud/7ULGUkRJlcjX95p4+JrgCA4FTd3Kmq5k5ZLdK0nOBtHp87OVM2q0U7DjWrrK7N7HIABBCaxwhZL21yL9U5Z0qmEqMjTK4mcJw6Pl12q0X7a9pUXtdudjkAABxXW5dDL244KEm6bkG+ydX4nzf3eE0pk8cAEIy8kRUTMhMUF2U3t5iTkBIXqUWeRa5MHwM4Gs1jhCSXy9Arm92bYi9j6vgYidERmlOQIonpYwBA4Ht500G1djlUmBbru6gNJcWF7jN5x6FmtXU5TK4GADBYmzzL8mYGad7x0YiuANAXmscISWvLGnSoqVMJUXZfxi+O8EVXkHsMAAhwT692L8q7dn7oLMo7WnZSjHKSY+QypI2e6TUAQPDw5h3PzEs2txA/OG9qpiwW9zT1wcYOs8sBECBoHiMkeSMrzp+WpegIm8nVBJ4zJrob6h/tq1Vnj9PkagAA6NvWA03aXNmkSJtVV80N3eW3cz1PBK0tbTC5EgDAYLhcxpHJ47zgzTv2GpUQrXkF7iz+N5g+BuBB8xghx+F06bUt7oOORXl9m5SVoKzEaHX2uLSa7e4AgAD11Cr31PH507KUFh9ai/KO5o2uWFvGmQwAwaSkrk0tnQ5F2a2akJlgdjl+4Y2uoHkMwIvmMULOR/vqVN/WrdS4SJ06NvSyEf3BYrHo9AnpkqQP9taaXA0AAL21djn00kb3k0TXzQ+9RXlHm5Pvbh5vLG+U02WYXA0AYKA2e6aOp45OVIQtNNor3ubxmrJ6HW7pNLkaAIEgNP50A47yxjb3HdILpmXJHiIHuL/V1taqfctbqnvj9/rlrZfJbrfLYrHo2WefNbs0AAAkSf/deEBt3U4VZcRpYVGq2eWclNraWj3yyCP60pe+pFmzZvU6dydlJSgu0qaWLod2V7cM6DMrKyt12223KT8/X1FRURo9erRuvvlmlZaWDuOvBABwtK0HmiVJM0JgWZ7X6OQYzcxLlmFIb26rPu57X3nlFS1ZskRJSUlKTEzUkiVL9Morr/iljnPOOUcWi0UWi0VVVcefgn7hhRd03nnnKT09XdHR0crPz9eVV16pDz74wC+1AOGOzhpCistl6O3t7gPuvCmZJlcTuD744AP98SffU+umpWo5uFdOJ7nHAIDAYRiGnvZEVlw3P18WS3Avyvvggw9066236q9//as2bdrU69y126yane+Nrjhx7vHWrVs1Z84cPfzww7Lb7brkkkuUkZGhxx9/XLNmzdKWLVuG5dcBADjWtoPuZXlTRieaXIl/XTiA6Irf/e53uvTSS/XRRx/plFNO0VlnnaU1a9bo0ksv1e9+97uT+vmPPfaY3nnnnROe/06nU5/73Od09dVX66OPPlJxcbGuuOIK5ebm6tVXX9WyZctOqg4AbjSPEVI2H2jS4ZYuxUfZtYjIin5lZmbqq1/9qqZde5eyb/mjzrzk02aXBACAz+bKJm072KxIu1WfnhP8i/K85+6jjz6qrVu36oYbbuj1Hu/SvHWlx889NgxDn/vc51RTU6NbbrlFu3fv1r/+9S9t2rRJ999/v5qamnTttdfK5XINy68FAOBmGIa2H3RPHk/JDq3m8QVT3c3jj/fXqbG9u9fru3fv1ne+8x1FRUVpxYoVev311/Xiiy9q48aNSktL03e+8x3t2bNnSD+7pqZG3/3ud3XeeecpP//4sVX/+7//q6effloXXXSRysvL9cYbb+jZZ5/VRx99pKqqKn32s58dUg0AjkXzGCHlTU9kxZKJGYqy20yuJnAtWrRIf/zjH/XZ625QZEaBalp7zC4JAAAf79TxRdOylBIXaXI1J8977t58882aOnWqrNbefwX3NY/Ljz95/OGHH2rz5s1KSUnRAw88ILvd7nvtW9/6lubNm6dt27b57bFhAEDfKhs61NzpUITNEjLL8rwK0+M0KStBTpfRZ3TFgw8+KIfDodtuu02LFi3yfX3ChAm6++675XA4hjx9/M1vflNtbW166KGHjvu+PXv26De/+Y3y8/P1/PPPKzX12IirlJQUjR8/fkg1ADgWzWOEhNLSUlksFv3i69fI1d2pytf+rLy8PMXExGjOnDl6+eWXfe99/vnnNX/+fMXFxSkzM1O33367Ojo6en1ma2urfvKTn2j69OmKjY31ZTi9+OKLfdbw6quv6pZbbtHkyZOVmJiouLg4zZw5Uz//+c/V1dXV6/2PPfaYLBaLfvSjH6m8vFzXXXedMjIyFBMTo+Li4mNqHi6njncvzatuZhECAGDgvOfuGWecoba2Nn3729/227k7ddo03XvtfJX/9mqt+O3XQ+rcPZ7Z+cmyWqSK+g4dPs65vG7dOklScXGxEhJ6NyuWLFkiSfrvf/87PIUCQAgayrk2PjddFb+/Xj3v/13Ont7nTrBfT146c7Qk6d8bKnu95r1BedVVV/V67eqrr5akIf38pUuX6umnn9bdd9+tsWPHHve9jzzyiJxOp2677TbFxsYO+mcBGDiaxwgpHR1dOvzPu/Xh0v9o1qxZWrhwoTZt2qRPfepTevvtt/Xb3/5W1113nex2u8477zw5nU79/ve/1xe/+MVjPqe6uloLFizQ//3f/6mhoUHnnnuuFixYoHXr1ulTn/qUfvnLX/b62V/4whf0/PPPKykpSRdccIEWL16siooK3X333brooov6zRUuLS3VvHnz9OGHH+q0007T7NmztW7dOl1xxRV68803h+X3yWt+YaoibBa1d5N5DAAYvO7ubp199tl68skn/XbuHjpcp+jCWUopmKLd2zaF1Ll7PAnREZqY5X7s+Xi5x21tbZLcE1V98U5ebdq0yc8VAkDoG8y5Nn72qZLhUtn7/wrJ68lPzc6RxSKt3F+vivp239cbGxtVXu5+Qmj27Nm9vi83N1fp6ekqKytTU1PTgH9ee3u7brvtNk2aNEl33nnnCd//zjvvSJLOPfdclZSU6Oc//7m+/OUv63/+53/09ttvD/jnAhgAAwgBJSUlhiRDkjFq4hyjvr7e99qjjz5qSDLGjRtnpKamGitWrPC9duDAAWPUqFGGJGPfvn2+r1944YWGJOPOO+80uru7fV/ft2+fMXbsWMNmsxmbNm06pob//Oc/Rmtr6zFfa25uNi655BJDkvH4448f85q3LknGN77xDaOnp8f32gMPPGBIMhYvXtzr11pQUOD7voH+U1JS0u/v3dV//siIm3a2Icl45pln+n0fAABeR5+7Z5xxhl/P3ct/t8wo+P4rxsPL94bkuWsYhnHTTTf1ee7+4D9bjILvv2L85OVt/X7vX/7yF0OSsWDBgj5f//KXv2xIMtLS0o5bAwDgiKGca7c8utrI+erjRmJKWshfT/7wyXd8379p0yZDkpGSktLv7+esWbMMScbmzZv7fc8nffvb3zYkGe+9916vWg8dOtTr/dHR0YYk4w9/+IMRFRXVq+ZzzjnHaGpqGvDPB9C/IyFpQCiwWPWtH993zDTOjTfeqDvvvFN79+7V//t//0+LFy/2vTZ69Gh97nOf029/+1utWLFCRUVF2rhxo15//XWdcsop+uUvf3nMhteioiL95je/0RVXXKFHHnnkmBynK664olc5CQkJ+u1vf6tXXnlF//3vf3XjjTf2eo/3M4/OLPza176mH//4x1q5cqW6u7sVGXkk7/Gqq65SbW3toH5b4uPj+33t1LHpem1QnwYAgJvNZtNf//pXv527t37nBzrn/hWyWS26YlaORiVGh9y5ezxzC1L05Mqy404en3766ZKkNWvWaPv27ZoyZYrvtdbWVr3wwguSpJaWliHVAADhbDDn2raDzbInpOniKz+jZ/72p5C8niyvb9Pqkga9uadJP3IZslotam1tlaTjRkXExcVJku+9J7J+/Xo9+OCDuummm3TGGWec8P2dnZ3q7HRHPH3zm9/UWWedpfvuu0+FhYVatWqVvvSlL+ntt9/Wl770JT377LMDqgFA/2geIyS0dzkkSfakTH327PnHvGa1WlVQUKCamhqde+65vb7Xm6V06NAhSdJbb70lSbr88suPOei9TjvtNEnui7ZP2rNnj1577TXt3btXbW1tcrlcMgzD91pfzjjjDEVERBzzNbvdrqKiIq1bt051dXXKzs72vXbffff1+TlDddr4NN9/drkMv342ACC0FRYWaty4ccd87WTO3X+vPyBJWjIhQ6MSoyWF3rl7PN6ledsONKmj26mYyN7LfydOnKhPf/rT+te//qXLL79cf/nLXzRv3jzt3btXd9xxh+8R4b6W8gEAjm+g51pda5eqmjtlsUjF0yfpGYXm9WR7t0Pzf/aOqrocWlNarwVFab56+vq1eXnfMxBOp1O33nqrkpOTB1zb0REeOTk5evnll30N8nPOOUf//e9/NWvWLD333HP66U9/yuI84CTRPEZIWO/ZTB6bkqHCtN53QL13PnNycvp9zbuEoLS0VJL0/e9/X9///vf7/ZlH3601DEPf/e539dvf/rbfg7K/CaDc3Nw+v+6dWuprOYI/zchNVoTNffAfaOy9wAgAgP70da5KQz93Jfe5+6ikRz9/7PeFyrl7PLkpMcpMjFJ1c5c2VTZqYVFan+975JFHVFdXp2XLlumss87yfT02NlY///nPdeedd/abiQwA6N9Az7VtB5slSYVpcUpNcufVh+L1ZGykXRdNz9Jzayv1z7UVWlCU5lvW6s3g70t7e/sxNRzPAw88oPXr1+tvf/ub0tPTB1RXXFycrFarXC6Xrr/++mMmqyVp+vTpKi4u1urVq7V8+XKax8BJonmMkLCqpF6SlBwbedw7oMd7zct7F3Px4sUqKirq931HH2z//Oc/df/99ys3N1cPPPCAFi1apIyMDEVERKi7u1tRUVH9/iVgIDUd7bvf/e6gH5+97777+j2II2xWZcRHqVHSzioecQUADNyJzrDBnLszihdqX2ecIu1WXTw9Wzbrsd8bKufu8VgsFhUXpOrVLYe0rqyh3+ZxcnKy3n33XS1dulTvvvuumpqaVFhYqOuuu07bt2+XJE2dOnXQPx8Awt1AzzVv83jK6ESp+9j3hNr1ZF1bt5zZl+iVzVbdfdFk5efnS5IaGhrU1tbma6wfrbKyUpJ87z2el19+WRaLRY8//rieeOKJY16rqqqSJF155ZWKjIzUPffc45vcLigoUElJiQoKCvr83MLCQq1evVqHDx8e8K8VQN9oHiPoGYahlfvrJEnJsREnePeJee/cXnXVVbr99tsH9D3/+c9/JEl/+tOfdMkllxzz2v79+0+6pqO98MILKisrG9T3/OhHPzruReyoxGjtkbS7muYxAGBkec/dpCmLlZ69RDctKtCPL5923O8J9nP3eOYUpOjVLYe0/ji5x5K7WXDBBRfoggsuOObr3vzMgWRGAgCGZttBd0TQlOxE6RNHRCheT571f5/Svk6X/rm2Ql89Y5zy8/NVXl6uDRs2+Jq5XpWVlaqtrVV+fr6SkpIG9PmGYWjFihX9vv7xxx9LOnZae/bs2SopKVF9fX2f31NX5+4RDHUPAYAjCEND0Cuta9ehJndYfmL0yTePzznnHEnSiy++OODvaWhwX+Dl5eX1eu2555476ZqOVlpaKsMwBvVPYWHhcT9zVEKUJGnv4VZ19jiP+14AAPzJe+6uXb5UknTV3N5n6ScF+7l7PN7c4/XlDYPKjJSk+vp6Pf7444qMjNRNN9005BoAAMe33TN5PHV0Yq/XQvF68rZLFkqSnlpZLofTpYsvvliSfEtaj/b8889LUq8meH+WLVvW78/1ThUfOnRIhmEcs1TwsssukyS99957vT6zpaVF69evlyTNmTNngL8zAPpD8xhBb/muI4+hfPIR16FYuHChzj77bL333nv61re+1WtDrMvl0ptvvqkPPvjA97UJEyZIkv7yl78cc6H3/vvv69577z3pmoZbYoy76e5wurSpotHcYgAAYWXhwoWaWnyqOso2y/j4cRUmHfvX01A8d49nSnaiouxW1VQf0rgJEzVp0qRe79m9e7eam5uP+drhw4d15ZVXqq6uTv/7v//bbwYmAODktHU5VFLnzvudOrr3ZG0oXk9eOnO0UuMidaCxQ2/vOKw77rhDNptNf/7zn7Vy5Urf+/bs2aOf/exnstlsvaauDxw4oEmTJvV5rg3FNddco8LCQi1dulSPP/647+sOh0N33HGHGhoaNG3aNJ166ql++XlAOKN5jKC3fHeN3z/zqaee0owZM/TAAw+ooKBAZ599tq655hotXrxYWVlZOv/887V27Vrf+2+//XbFxcXpoYce0rRp03Tttdfq9NNP15IlS3Tbbbf5vT5/WLhwoe+fV199VZLU+ME/9NmLz9bChQv11a9+1eQKAQDhIvfK7ysio1DlK55XYWFh2Jy7P/zhD31f8567kXarZuQmSS6n9u/do127dvX6rKefflpZWVk6/fTTde211+r8889XYWGhli9frptvvlk//OEPR/TXBgDhZGdVswzD/fRmhucJzk8KtevJ6Aibrpnnnop+9MMSTZw4Uffee6+6urq0ePFiXXTRRbriiis0c+ZM1dXV6d5779XEiROP+Yyenh7t2rWrz3NtKKKiovTMM88oLi5ON998s+bOnatPf/rTGj9+vB599FGlpaXp6aefHnQmNIDeyDxGUOtxunzL8vwpMzNTK1eu1J///Gf985//1Jo1a9Td3a3s7GzNnj1bl19+uT7zmc/43j9hwgStWbNG3//+97Vq1Sq99NJLmjhxoh5++GHdeuutuu+++/xe48latWpVr685Gg6prOGQyiRFR0ePfFEAgLCz93CLdjZZlXPT/bolda9e/e+/wubc3bt3r/bu3Svp2HN3TkGKPt7U/2edddZZ2rhxo9atW6dVq1YpPj5eixcv1m233aZPfepTfq8dAHDEjkPuPTGTs3tHVniF4vXk9QsL9Nf392tVSb3WlNbrW9/6lsaNG6d7771X77//viRp7ty5+t73vueLlBhuCxcu1IYNG/TjH/9Yb7/9trZs2aLMzEzdeuut+sEPfjCghX0ATsxiDDZMDQgg68rq9ek/fayU2Ait+8G5svohtiJc7T3cqnPuX65Iu1Wb/+88RUfYzC4JABAGfvn6Tv15+T6dM3mUHrlpntnlBIQ3t1XpS0+u04TMeL35rSVmlwMAOMoPX9yqJ1eW6cunF+l/Lppsdjkj6n/+vUXPrC7X4vHpevILC8wuB8AIIbYCQe3jfe4NqgvGpNE4PkljM+KUkRClbodLG8k9BgCMAKfL0H82VEqSrppLRq/XHM/SvN3VrWrq6DG5GgDA0XZVuyePJ2YlmFzJyPvqGWNlt1r0/p5arS9vMLscACOE5jGC2sf73c3jRWPTTK4k+FksFi0scv8+rvT8vgIAMJze31Oj6uYupcRG6KxJmWaXEzDS46NUmBYrSdrAxTkABAzDMLSrKnybx3mpsbpyTo4k6ffv7DG5GgAjheYxglaXw6m1pe4LqlNoHvvFwqJUSUcmugEAGE7Pr3NPHV8+K0eRdv5aejTv9PH6MprHABAoDrd0qamjRzarRWMz4s0uxxRfO3OcbFaL3ttVo82VjWaXA2AE8Ld0BK0N5Y3qcriUHh+lcaPC8+D2N+/k8YaKRnX2OE2uBgAQypo6evTW9mpJRFb0Za6nebyOyWMACBg7PVPHhWmxYbsjpiAtTpfPGi1JevBtpo+BcEDzGEHLOx27sChVFgt5x/5QlB6nUZ7c4w3ljWaXAwAIYa9vOaRuh0sTMuM1dXT/G+vDlbd5vLG8UU4X+60BIBDsqmqWFJ6RFUf7umf6+J2dh7WurN7scgAMM5rHCFre5vEpY9NNriR0kHsMABgp/9lwQJL0qdm53ATuw/hRCUqIsqut2+nL1wQAmGtXVaskaWJmeN/0LMqI11Vz3E8N/fqNXTIMbnICoYzmMYJSZ49TGysaJbEsz9+8zeOPaR4DAIbJgcYOrSpxTyp5H33FsWxWi2blJ0siugIAAsWuaiaPve44Z7wi7VatKqnX+3tqzS4HwDCieYygtLmySd1O1zHbyOEf3qV5G8vJPQYADI//bnRPHS8sStXo5BiTqwlcc/JZmgcAgcLpMrSn2jN5TPNYo5NjdMPCAknSvUuZPgZCGc1jBKW1nlyl4oIUHnX1szHpccpMjFK306X1TDoBAPzMMAy96IusyDG5msDmW5pH8xgATFdW16Yuh0vREVblpzLAJElfPWOs4iJt2nKgSW9srTK7HADDhOYxgtK6UvdFVHFhismVhJ5jc49ZfgAA8K8dh1q0u7pVkXarLpiWbXY5AW1WfrIsFqm8vl2HWzrNLgcAwtruanf+/ITMBNmsDDBJUlp8lL6wuEiSdN+bu+RwukyuCMBwoHmMoONyGb7sP+9EDvzL1zzeR+4xAMC/XvREVpwzeZSSYiJMriawJUZHaGKm+9Ho9WWN5hYDAGHOuyxvQiaRFUf74uIxSo6N0L6aNt8yXAChheYxgs7+2lY1tvcoOsKqqaOTzC4nJHmbxxsrGtXRTe4xAMA/XC7Dl3d8xSwiKwZijudGOVFSAGCuPYfdk8fjR8WbXElgSYyO0FfPGCtJeuDtPepycP0IhBqaxwg6az2RFTNzkxVp51/h4VCYFqusxGh1O13awMUqAMBP1pc3qLq5SwnRdi2ZmGF2OUFhbj65xwAQCPYedk8ej6N53MuNiwqVmRilA40demZVudnlAPAzOm8IOmvLyDsebu7c41RJ0sr9RFcAAPzjtS3uZTrnTs5UlN1mcjXBwRvRtaWyiWkuADCJ02WopLZNkjQ2g+bxJ0VH2HT72eMlSX9cto/zCggxNI8RdLyTN8UFqSZXEtrmj3FHV6wuZWkeAODkuVyGXt96SJJ04XQW5Q1UQVqs0uIi1e10advBZrPLAYCwdKChQ10OlyLtVuWlxppdTkD6THGeRidFq6alS/9ZT/YxEEpoHiOo1LZ2+e74zsln8ng4zR/jbs5vKG/kzjEA4KRtqmzUoaZOxUXatHh8utnlBA2LxXIk95joCgAwxd4ad95xUXqcbFaLydUEpgibVbecNkaS9JcV++VyGSZXBMBfaB4jqHinjidkxisplg3tw2lsRpzS4iLV5XBpS2WT2eUAAILc61vdkRVnT85UdASRFYPhja4g9xgAzOHNOx5L3vFxXTM/X4nRdu2vbdPbO6rNLgeAn9A8RlDxRVYUElkx3CwWi2/6eFUJ0RUAgKEzDEOvbXFHVlw0PcvkaoKP92mrtWUNMgwmuQBgpPmW5ZF3fFzxUXZduyBfkvTkyjKTqwHgLzSPEVTWevJ3iwuIrBgJ8zxN+tU0jwEAJ2HrgWZVNnQoJsKmJRNGmV1O0JmRmyS71aKali5VNnSYXQ4AhB1f85jJ4xO6fkGBLBbp/T212l/TanY5APyA5jGCRrfDpa0H3Iti5tI8HhHeyeN1ZQ1yklkFABii1zyL8s6clKGYSCIrBis6wqapOUmSpPXlRFcAwEgyDIPm8SDkpcbqrInuG8VMHwOhgeYxgsbOqmZ1O11KiY1QPhtuR8Tk7EQlRNnV2uXQjkNseAcADJ5hGHrdE1lx4bRsk6sJXnPzyT0GADPUtHapudMhq0Uakx5ndjlB4fpFBZKk/2w4oG6Hy+RqAJwsmscIGpsqGiVJM/OSZbGw4XYk2KwWFRe6L1bJPQYADMXOqhaV1rUrym7VmZOIrBgqluYBgDm8U8d5qbEsfB2g08dnKCMhSo3tPVq+u8bscgCcJJrHCBobK5okSTNzk80tJMzMH5MmSVpdUmdyJQCAYOSdOl4yIUPxUXaTqwlecwqSJUk7DjWrrcthbjEAEEb2sSxv0GxWiy6fOVqS9OKGAyZXA+Bk0TxG0NhU2ShJmpWXbGod4cabe7y6pJ4N7wCAQXtrx2FJ0gXTskyuJLhlJ8UoJzlGLuPI34kAAMOPvOOhuWJ2jiTprR3Vau7sMbkaACeD5jGCQnNnj/Z5NrXOyE0yuZrwMj0nSdERVjW09/j+4gQAwEAcaurQjkPNslikMyYSWXGy5niiK9YTXQEAI2av5zp0LM3jQZk6OlHjR8Wr2+HyPYUEIDjRPEZQ2FrZJMOQ8lJjlBYfZXY5YSXSbtWcfHKPAQCD9+5O99TxnPwUpcZFmlxN8JubnyyJ3GMAGEn7DrdJYvJ4sCwWi2/6+N/ria4AghnNYwSFjZ7HM8k7Nse8wiPRFQAADNS7nsiKs1iU5xdzC9zn8fryRrlcREkBwHBr6exRVXOnJGksmceDdvksd+7x6tJ6HW7pNLkaAENF8xhBYVNFoySax2ZZQO4xAGCQOnuc+nBfrSSax/4yKTtBMRE2NXX0aH8tUVIAMNz21binjjMSopQUE2FyNcEnNyVWM3KTZBjSO54bygCCD81jBIVNFU2SpJksyzPF7PwU2a0WVTV3qqK+w+xyAABB4ON9derscSk7KVqTshLMLickRNisvt0PRFcAwPDzLctj6njIzp/qXpi7dFuVyZUAGCqaxwh4VU2dqmrulNUiTctJNLucsBQTafNdrK4uJboCAHBi3rzjsyaNksViMbma0DHXszSP5jEADL8Sz1MeRRlxJlcSvM6bkilJ+mhvnVo6e0yuBsBQ0DxGwNvkyTuekJmg2Ei7ucWEsflj0iRJq0vqTK4EABDoDMM4pnkM/6F5DAAjp7S2XZI0Jp3m8VCNGxWvovQ4dTtdWrarxuxyAAwBzWMEPG/e8SwiK0x1dO4xAADHs7u6VQcaOxRlt+qUselmlxNSZue7m8f7atrU0NZtcjUAENpKat2ZxzSPh85isegcz/QxzWMgONE8RsDzTh6Td2yuuYUpslik0rp2VTezKRcA0D/v1PEpY9MUE2kzuZrQkhoX6Xt8ekMF08cAMFwMw1Bpnbt5XEjz+KScMSFDkrR8d41cLhawA8GG5jECmmEY2lLpXpY3PSfJ5GrCW2J0hKZkuzOnmT4GABzPit3uyaIzJhJZMRzmeqaP15c1mlsIAISwmpYutXc7ZbVIeSmxZpcT1OYWpig20qba1i5tP9RsdjkABonmMQJaZUOHmjsdirRZNSGTTe1mm090BQDgBDq6nb483sXjiawYDuQeA8Dw2++JrMhNiVWkndbJyYiy23wxVst3E10BBBv+BERA23rAPXU8ISueAzsAzC+keQwAOL5VJXXqdrqUkxxDRuQw8TaPN1Y0yuF0mVwNAISm0loiK/xpyURPdAW5x0DQoRuHgLb1oLt5PG00kRWBYJ5n8nhXdQtLegAAffpgT60k6bRx6bJYLCZXE5rGZsQrMdqujh6ndla1mF0OAISkEk/e8Zg0Iiv8wZt7vK68Qc2dPSZXA2AwaB4joG076M5DmkrecUBIj4/SWM+SnjWlTB8DAHr7YK+neUxkxbCxWi2aQ3QFAAwrJo/9Ky81VmMz4uR0GfrQc6MZQHCgeYyAZRiGL7Zi6uhEk6uB1/wxaZKIrgAA9FbT0uWbhD11HM3j4TQnn+YxAAyn0tp2STSP/WnJBPci3RV7iK4AggnNYwSswy1dqm3tltUiTc6ieRwoFniX5jF5DAD4hA89U8dTRycqNS7S5GpCG0vzAGD4uFyGSj2xFUU0j/3m1HHuQaSV+7mWBIIJzWMErG2evONxo+IVE2kzuRp4zfc0j7cdbFZrl8PkagAAgeT9PURWjJSZecmyWqQDjR2qauo0uxwACClVzZ3qcrhkt1qUkxxjdjkho7gwVRaLVFLbpsPNnF1AsKB5jIC19YAn75hleQFldHKMclNi5HQZTDsBAI6xcn+dJPeyPAyv+Ci7JnmezOI8BgD/KvHkHeenxspuo23iL0kxEZqS7T67VhKDCAQN/hREwCLvOHAt8OQer/I0CQAAqKhv14HGDtmtFl+kAobXvEL37zNLbAHAv0pYljdsuJYEgg/NYwSsbQfdk8fTcpg8DjS+3GPuFgMAPFZ5zoTpuUmKjbSbXE14mOc5j2keA4B/lXqbx2k0j/1tQZH77FrFtSQQNGgeIyA1tHXrQGOHJGkKk8cBx3vgb6psVEe30+RqAACBwDtB5J0owvCbV+g+j3ccalZLZ4/J1QBA6PAuyxuTHmtyJaFnvufs2nu4VbWtXSZXA2AgaB4jIHmnjgvSYpUYHWFyNfik/NRYZSZGqcdpaEMFOYsAgCMTRN4bjBh+mYnRyk+Nlcsg9xgA/InYiuGTEhepSVkJkniSFQgWNI8RkLYddOcdT2NZXkCyWCxHZVVx4ANAuDvU1KHy+nZZLVIxeccjyjt9THQFAPiH02Woot79FOwYmsfDwhuDSO4xEBxoHiMgbfVMHk/NIbIiUM0n9xgA4OG9kTgtJ0kJPDE0ouaP8SzNK2HyGAD84WBjh7qdLkXarRqdFGN2OSFpQZFnEIlrSSAo0DxGQNp2wD15PJXJ44C10PNY8vryBnU5yD0GgHC2qsSbd0xkxUjzTh5vrGzkPAYAP/BGVhSkxspqtZhcTWjyDiLtrGpRfVu3ydUAOBGaxwg4rV0OlXgWFExlWV7AGpsRr7S4SHU5XNpS2WR2OQAAE3knj1mWN/LGpMcpPT5S3ZzHAOAXZfXtktz7dzA80uOjNG5UvCSeZAWCAc1jBJwdh5plGFJ2UrTS46PMLgf9sFgsvjvGPG4EAOHrcHOn9te2yWKR5jF5POIsFouKCzxRUuQeA8BJK/cMMuWnknc8nLxPK5HZDwQ+mscIOFt9kRVMHQc6mscAAO8ZMDkrUUkx5B2bwdu0X8N5DAAnrZzJ4xFRXOjO7F9fTmY/EOhoHiPg7DjkXpY3JZvmcaDzPp68rrReDqfL5GoAAGbw5R0XMXVslvme3OO1ZQ1yugyTqwGA4FZW524e56fSPB5Os/PczeNtB5rJ7AcCHM1jBJwdh1okSZNpHge8iVkJSoy2q63bqW0Hm80uBwBggrWl7okhbwMTI29ydoLiIm1q6XRoV1WL2eUAQNAyDEMVnsnjfCaPh1VBWqxS4yLV7XRxLQkEOJrHCCgOp0u7q2keBwub9ejc4zqTqwEAjLSWzh7fuT23IMXkasKX3WbVHM/vP9mRADB0dW3daut2ymKRclNizC4npFksFs3OS5YkbShvNLUWAMdH8xgBpbSuTV0Ol2IjbTwmFCS8zWO25AJA+NlU0SSX4b7AHpUYbXY5YW1eIUvzAOBkefOOsxOjFWW3mVxN6JudnyxJ2kDuMRDQaB4joHgjKyZmJchqtZhcDQbCm3u8uqSenEUACDPrytwXe0wdm8/bPF5bWi/D4DwGgKEo9+Qd5zHINCLm5Lv//sDkMRDYaB4joHiX5U3KIrIiWEwdnai4SJuayVkEgLDj3ZDuvfiDeWbnJyvCZlF1c5cq6jvMLgcAgpJ38pinYEfGjLxkWS3SgcYOVTd3ml0OgH7QPEZA8TaPp2QnmFwJBspus2puIbnHABBuXC7D1zxm8th80RE2Tc9JkkR0BQAMlbd5XMCyvBERH2XXhEz3tT/RFUDgonmMgLKzimV5wWgBuccAEHb21rSqpdOhmAibJmVx0zcQzPOcx2s4jwFgSIitGHmzia4AAh7NYwSMxvZuHWpyP6oykYvQoHJ085icRQAID+s9eccz85Jkt/FXykAwr8DTPGbyGACG5MjkcZzJlYSPOb6leY2m1gGgf/xNHwHDuywvLzVGCdERJleDwZiem6Qou1V1bd3aV9NqdjkAgBHgXZZH3nHgKC50/3exv7ZNNS1dJlcDAMGls8epKk/uLpnHI8c7ebz5QKN6nC6TqwHQF5rHCBgsywteUXabr3mwikdlASAskHcceJJjIzXRkx25luljABiUygb31HFClF0psQwzjZSi9DglxUSos8elnYdYwA4EIprHCBje5jF5x8FpQZFnad5+LlYBINQ1tHVrX02bpCMTQwgM88d4l9hyHgPAYJQdlXdssVhMriZ8WK0WzcpLlnTkxjSAwELzGAHDuyxvSjZ5x8FoPrnHABA2NlS4L+6K0uOUGhdpcjU4mu9mLs1jABgUb94xkRUjb7Yv95jmMRCIaB4jIDicLu2qdjePia0ITnPyUxRhs6iqudP3Fy8AQGhaX9YoSZpDZEXA8d7M3VnVrMb2bpOrAYDgcWRZHs3jkeaNQNxQ0WhuIQD6RPMYAaG0rk3dDpdiI23c6Q1S0RE2zcxNlsS0EwCEuk2VjZLke8wUgWNUQrSKMuJkGO6ngQAAA1N+VGwFRtZMz98nyuraVdvKwlcg0NA8RkDY7gnGn5iVIKuVfKlgRe4xAIQ+wzC05UCTJPluGiKwLBiTJombuQAwGEwemycpJkLjR8VLkjaWN5pbDIBeaB4jILAsLzTM912s1plcCQBguFQ2dKixvUeRNqsmZMWbXQ76sNCXe8x5DAAD4XIZZB6bzPs000aiK4CAQ/MYAWGnt3mcxbK8YDa3IEU2q0WVDR060NhhdjkAgGHgjayYlJ2gKLvN3GLQJ+/k8faDzWru7DG5GgAIfDWtXepyuGSzWjQ6OcbscsLSbF/uMUvzgEBD8xgBYYcntoLJ4+AWH2XXtJwkSdKq/Uw7AUAo2lLpjqyY7vnzHoEnKylaBWmxchnS2lKiKwDgRLxTx9lJ0Yqw0SYxg3fyeFNFk5wuw9xiAByDPxVhuoa2blU1d0pyZx4juC0cQ+4xAISyzZ7m8YxcmseBbKE3SorzGABOqILICtNNyIxXbKRNrV0O7atpNbscAEeheQzT7ahyR1bkpcYoITrC5GpwsrxL81Yz6QQAIcflMrT1gHfyONncYnBc3vN4JU8CAcAJVTa4I/dyU4isMIvdZvU91cTSPCCw0DyG6XyRFVlEVoSCuQWpslikkto2HfZMlAMAQkNpXZtauhyKsls1PpNleYFsQZF78njrwWa1djlMrgYAAltlg3vyODeFyWMzkXsMBCaaxzCdd1neJPKOQ0JSTISmeP67XFnC9DEAhJItnqnjKaMTyYQMcDnJMcpNiZHTZZB7DAAnUFHvnjzOS2Xy2Eze3OMNTB4DAYW/9cN03tiKKdnkHYeKBb6cRR6VBYBQ4ss7ZlleUPCdx9zMBYDjqmxk8jgQzM5PliTtrm5RG0/NAAGD5jFM5XC6tLvaHYY/mcnjkOHNWeRiFQBCyxZP83h6brK5hWBAfOcxN3MBoF8Op0uHGt1xe2QemyszMVqjk6LlMo7csAZgPprHMFVJbZu6HS7FRdqUx13ekDG/0H2xuvdwq2pbu0yuBgDgD06Xoa0HPZPHuUweB4NFntzjzZVNau9mggsA+lLV3CmHy1CEzaLMhGizywl75B4DgYfmMUy13ZN3PDErQVarxeRq4C8pcZGamOmOIVnD9DEAhIT9Na1q73YqJsKmsRksywsGuSkxGp0ULYfL0LoyLsIBoC+VDe6845zkGK5JA4A393gjucdAwKB5DFPtrGqRxLK8UER0BQCEFu/jo9NyEmXj4jooWCwWLSjy7iHgPAaAvnibx+QdBwZv7vGGikYZhmFuMQAk0TyGyXZ4Jo/JOw493iU9K8lZBICQsOWAJ+84J9ncQjAoC8Z4b+ZyHgNAXyrq3cvy8lLJOw4E03KSZLdaVNPSpYNNnWaXA0A0j2GynYfck8eTsxJMrgT+Nt9zsbqrukWN7d0mVwMAOFmbKxslkXccbLyTx5sqmtTZ4zS5GgAIPEweB5boCJtvuGxDOZFLQCCgeQzTNLR1q6rZfSeR2IrQk5EQpbEZcTIMaTXRFQAQ1BxOl7YddD8tNJ3mcVApTIvVqIQodTtdWs9FOAD0UtngnjzOTWHyOFCQewwEFprHMI03siI/NVbxUXaTq8Fw8OUs0jwGgKC253CruhwuxUfZNSYtzuxyMAgWi0ULyT0GgH4dmTymeRwojs49BmA+mscwzQ7vsjwiK0KWN2eRyWMACG5bjlqWxyb64ONdYsseAgA4Vo/TpUNN7uZxHrEVAcM7ebz1QJO6HS5ziwFA8xjmYVle6PMuzdt2sEnNnT0mVwMAGKrNBxolSTNyk02tA0PjPY83VDSSewwAR6lq6pTLkCLtVqXHR5ldDjzGpMcpKSZCXQ6XdlY1m10OEPZoHsM0NI9DX1ZStArSYuUypHWl5CwCQLDyTh5PzyHvOBiNzYhTenyUuh0ubeIRYADwqfDmHSfH8GRNALFYLL7p4w3kHgOmo3kMU/Q4XdpT3SpJmkLzOKR5oytWlvCoLAAEo26HSzsOuaOmZrAsLyhZLBbfecweAgA4orLek3ecSmRFoPHmHm/kpidgOprHMMX+mjZ1O92Ld1hMENq8j8qypAcAgtPu6hZ1O11KiolQPhfXQcube7yKm7kA4FPpnTzmmjTgzM5PkSRtKOcJVsBsNI9hCm9kxcSsBB4PCnHzPZNOWw40qa3LYXI1AIDB2uyJrJiRmySLhTM7WHlv5q4ra2D5EAB4VDZ4Jo9pHgecWZ49C6V17Wpo6za3GCDM0TyGKY7kHSeYXAmGW15qrHKSY+R0GVrPXWMACDpbPMvyyDsObuNHxSs1LlKdPS5trmw0uxwACAjezOO8FJ6sCTRJsREqyoiTRHQFYDaaxzDFjip3diLL8sKDL2eR6AoACDpHTx4jeFmtFs0vJPcYAI7G5HFg8y3No3kMmIrmMUxxZPKY5nE4IGcRAIJTZ49Tuzw3fKd7Hh9F8PKexyv3cx4DQLfDparmTklSLpPHAYncYyAw0DzGiKtt7VJNS5csFmlSFrEV4cCbs7ipokmdPU6TqwEADNSOQ81yuAylxUVqdFK02eXgJB2de9zjJPcYQHg71NQhw5CiI6xKj480uxz0YbZn8nhTRaNcLsPcYoAwRvMYI847dVyYFqfYSLvJ1WAkFKTFKjMxSt1OF7nHABBEthxwR1ZMZ1leSJiUlaCkmAi1dzu11fPfLQCEq4p6b2RFLGdcgJqYlaDoCKuaOx3aX9tmdjlA2KJ5jBHHsrzwY7FYNN8z7bSanEUACBq+vGOW5YUEq9WieeQeA4AkqdKzLI+848AVYbP6FvayNA8wD81jjLgdhzzL8rLIOw4nLM0DgOCzpdI7eZxsbiHwm4XkHgOAJJblBQtyjwHz0TzGiPNOHk9iWV5Y8V6sri9vUJeD3GMACHTt3Q7tOey+4Tsjl8njULGwyP0k0NrSBjnIPQYQxio8k8d5LMsLaLM8ucdMHgPmoXmMEdXtcGnv4VZJxFaEm7EZ8UqPj1SXw+V7DBoAELi2H2yWy5BGJUQpM5FleaFicnaiEqLtau1yaLvnhj4AhKMjk8c0jwPZ7PxkSdLOqhZ1dDOEBJiB5jFG1N7DrXK4DCVG25WTzONB4cSde+yNruBRWQAIdL68Y6aOQ4rt6NxjoqQAhDEyj4NDdlKMMhOj5HQZvkW+AEYWzWOMqKMjK9hoG37ms6QHAIKG9wJtek6yuYXA73x7CEq4mQsgPHX2OFXd3CVJyktl8jjQzc4j9xgwE81jjChv83gKecdhaYEnZ3FdWYN6yFkEgIC2ubJREpPHoch7Hq8uqZfTZZhcDQCMvION7siK2EibUmIjTK4GJzLLE11B7jFgDprHGFE7qtzNY/KOw9PEzAQlx0aovduprTxyBAABq6WzR/tr2yRJ03JoHoeaaaMTFRdpU3Onw3djHwDCyZG84xieiA0Csz1L8zaUN5paBxCuaB5jxBiGoR2H3FvbJzN5HJasR+csEl0BAAFr28FmGYY0OilaGQlRZpcDP7PbrCrmPAYQxrzN4zyW5QWF6blJslktqmru1KGmDrPLAcIOzWOMmJqWLtW3dctqkSZkMnkcrhawNA8AAt4Wz7K86URWhKwFRZzHAMJXBcvygkpspF0TPT2E9WWN5hYDhCGaxxgx2z2PRY5Jj1N0hM3kamCWhZ6cxbWlDeQsAkCA2uyJFpqRm2xuIRg23pu5a0rrZRicxwDCy5HYCiaPg8W8QvfSvDWlPDEDjDSaxxgxRFZAcv/3nxBlV0uXQ9sPkrMIAIFoi2dZ3nTyjkPW9JxkRUdY1dDeoz2HW80uBwBGVKVn8jgvlcnjYDHXE7e0rqzB5EqA8EPzGCPGu5CF5nF4s1ktKvbcNV5VwqOyABBomtp7VFrnvqimeRy6Iu1Wzcn3nsdMcQEILxX1TB4HG+/k8fZDzWrrcphcDRBeaB5jxHibx1NoHoe9BZ7oCi5WASDwbD3ojqzIS41RSlykydVgOM33RFes5jwGEEY6e5yqbe2SROZxMMlOilFOcoycLkMbKxrNLgcIKzSPMSI6e5zaX9smicljHJuz6CL3GAACymbPsrwZOcnmFoJhd6R5XEfuMYCw4c07jo+yKykmwuRqMBhzC9zTx2tLia4ARhLNY4yIPdWtcroMpcRGKDMxyuxyYLJpOUmKjbSpsb1Hu6pbzC4HAHCULQcaJUnTc4msCHWz81IUYbOourlL5fXtZpcDACPCm3ecmxIji8VicjUYDG90xdoynpgBRhLNY4yIHVXuyIpJWYkc0FCEzeq7a7xqP7nHABBIjkwe0zwOdTGRNs3ITZZElBSA8FHR4M07JrIi2MwtcD8xs76sQQ6ny+RqgPBB8xgjYvtBT97xaCIr4OaNruBiFQACR31bt+9x3qk0j8PCAnKPAYSZI5PHLMsLNhOzEpQQZVdbt1M7q3iCFRgpNI8xIrYecE8xsbUdXt6leatL6slZBIAAsamyUZJUlB5HDmSYmO+7mcuTQADCg/cmaV4qzeNgY7NaNNvzBOu6MnKPgZFC8xjDzukytP2Qe/J4KpPH8JiRm6Qou1V1bd3aV9NqdjkAAEmbPNvLZ+Ylm1oHRs7cghRZLVJFfYcONnaYXQ4ADLvK+iOZxwg+xd6leTSPgRFD8xjDrrSuTe3dTkVHWFWUEW92OQgQUXab5uS7D/6V+3lUFgACgS/vmGV5YSMhOkJTR7v/+15TynkMIPRVknkc1Iq9S/M4s4ARQ/MYw84bWTElO1E2K8vycMSCInKPASBQGIbB5HGYms8eAgBhor3bobq2bklkHgerWXnJslktOtTUqQM8MQOMCJrHGHbbDnojK5hiwrF8F6v768g9BgCTHWjsUF1bt+xWi6ZkEzMVTliaByBceKeOE6PtZPsHqdhIu6Z54jCZPgZGBs1jDLttB92Tx9NyuBDFsebkpyjSZtXhli6V1rWbXQ4AhLVNFe7zelJ2gqIjbCZXg5E0r9DdPN57uFW1rV0mVwMAw6eywZt3zNRxMJtb4D631paSewyMBJrHGFaGYWjrASaP0bfoCJtm5rn/vVjNlncAMNXmykZJ0szcZFPrwMhLiYvUxMwESUxxAQht5B2Hhnme3GOy+oGRQfMYw6qyoUNNHT2KsFk0wXNRAhxtwZg0SdIqluYBgKk2evOOaR6HJXKPAYQDb/M4L5XJ42A219M83lXdoubOHpOrAUIfzWMMK29kxYTMBEXa+dcNvbE0DwDM53QZvgW3LMsLT0f2EHAeAwhdFfXe2Aomj4PZqIRo5afGyjCkDeWNZpcDhDy6eRhW3mV504isQD/m5KfIZrXoQGOH7y9zAICRta+mVW3dTsVG2jRuVLzZ5cAE3qV5O6qa1dTBFBeA0HQktoLJ42BX7Jk+Jm4JGH40jzGsvFNMU1mWh37ERdk1Pcd9c4HpYwAwxyZPZMW0nCTZrBZzi4EpRiVGa0x6nAxDWlfGeQwgNHkX5uWlMnkc7LzLXrmGBIYfzWMMq60HWZaHE/NOO63h4AcAU2zyLcvjvA5n87kQBxDCWrscamh3P1mRk0zzONh5ryE3VjSqs8dpcjVAaKN5jGFzuLlTNS1dslqkydksy0P/vHeN2ZYLAObYVEHeMY7kHq+meQwgBHmnjpNjI5QQHWFyNThZY9LjlB4fpW6Hy/cEFYDhQfMYw8abd1yUEa/YSLvJ1SCQefOq9te2qaaly+RqACC8dPY4tbPKfWbPzE02txiYyts83lLZpPZuh8nVAIB/VdZ7846ZOg4FFouF5evACKF5jGHjfQTWm2cL9Cc5NlITM93T6Sw8AICRteNQs3qchlLjIrmgDnO5KTEanRQth8tgez2AkFPhzTtmWV7IWDjG2zyuM7kSILTRPMaw2VLpfgR2BvmJGIB5Y9zTx6tpHgPAiNrsOa9n5ibJYmFZXjizWCy+6eNV+7kQBxBaKhuYPA4188ekSZLWlTWo2+EyuRogdNE8xrAwDEObfM3jZHOLQVDw5h6vLW0wuRIACC/enEDOa0jSgiL3hTiPAAMINd7M41wmj0PG+FHxSomNUGePS1sONJldDhCyaB5jWBxq6lRta5fsVoumjk40uxwEAe+k07aDTWrtImcRAEbKBk/zeBbL8qAj5/GGikZ1OdheDyB0eCeP81KZPA4VVutRT8wQXQEMG5rHGBabPXnHEzITFB1hM7cYBIXspBjlpsTIZUjry5g+BoCRUNfapZLaNknSnPwUk6tBIChKj1N6fKS6HS5fpAkAhIKKeiaPQ5E3umI1T8wAw4bmMYaFN7JiZh55xxi4+Z7oijXkHgPAiFjvWYo2flS8kmIjzC0GAeHo3GMuxAGEiqaOHjV3up9uzElm8jiULBhzJP7Q4ST3GBgONI8xLLyTx+QnYjDmcbEKACNqbZn7z9viQqaOcYT3Zi65xwBCxQFPZEVqXKTiouwmVwN/mpydqIRou1q7HNp+qNnscoCQRPMYfudyGb7HHGfkMnmMgZvnaV5sJGcRAEaENyaIyAoczbe9vrSeKS4AIaHCsywvL4Wp41Bjs1p8y9cZQgKGB81j+F1pXZtaOh2Ksls1ITPB7HIQRMZmxCs1LlJdDpe2si0XAIZVt8Pli5maW0DzGEdMzEpQQrRdbd1O7axqMbscADhp3mV55B2HJm90xcr9NI+B4UDzGH7nnTqeOjpRETb+FcPAWSwWFXsaGKtLWJoHAMNp28EmdTtcSo2L1Jj0OLPLQQCxWS2+afS17CEAEAIqG7zL8pg8DkULitxPzKwprZfLZZhcDRB66OzB7zaRd4yT4F3Sw9I8ABhe646KrLBYLCZXg0DjjZJaU8bNXADBzzd5nMrkcSiaOjpRsZE2NXX0aFc1T8wA/kbzGH5H3jFOhjevai13jQFgWK0vdzcFiaxAX+YWHDmPDYPzGEBwq6hn8jiURdisvr/PrNpfZ3I1QOiheQy/cjhd2nbQ2zxONrcYBCXvXePmTod2H+auMQAMB8MwfJPHNI/Rl1l5ybJbLapu7vJN7AFAMDIMQwc8f46xMC90LfREV6xiaR7gdzSP4Vd7Dreqs8elhCi7ishPxBDYbVZfzuIaDn4AGBaVDR2qbu6S3WrhSSH0KSbSpqk57n831hFdASCINXc41NLlkCTlJBNbEaq88YerS3hiBvA3msfwqw3ljZKk6blJslrJT8TQeKMrVpdysQoAw8EbWTE1J0nRETaTq0GgmueZSmcPAYBgVuFZlpceH6WYSM68UDUjN0lRdqvq2rq1r6bV7HKAkELzGH7FI7Dwh3ljjkwec9cYAPxvrefmXDHnNY6j2LeHgJu5AIJXZQN5x+Egym7zPcG6cj83PQF/onkMv9pQfmRzOzBUs/NSFGGzqKq5k5xFABgGq0rcy2RoHuN4vMMAuw+3qKm9x+RqAGBovNcTNI9D39HRFQD8h+Yx/Ka+rVv7a9skSbPzk80tBkEtJtKmaZ6cRQ5+APCv2tYu7a52P865wLNcBuhLRkKUxqTHyTCORJ0AQLCpqHdPHuelkncc6hYUuZvHq0rqeIIV8COax/Ab79Tx2Iw4JcdGmlwNgp0395icRQDwr1WeRzknZSUoNY7zGsfnnT5eW8Z5DCA4eSePc5KZPA51c/LdT7BWN3eprK7d7HKAkEHzGH6znsgK+NGRpXlcrAKAP63c746sWMjUMQZgXqF3aR6TxwCCU7ln8jifyeOQFx1h08zcZEk8wQr4E81j+M36skZJ0hzyE+EH3hzO/TVtqm3tMrkaAAgdH3uax4vG0jzGic0tcN/M3VTRqG6Hy+RqAGBwDMPwNY8L0mgehwNvdMVKz34HACeP5jH8wuF0aWNFoyQmj+EfKXGRmpAZL0lay/QxAPhFTUuX9h5ulcUiLfAslQGOZ2xGnFJiI9TlcGnrwSazywGAQTnc0qUuh0tWizSa2IqwsGCM++a4N6YLwMmjeQy/2FnVoo4epxKi7Bo/Kt7schAijuQe86gsAPiDN7JiclYi+wkwIBaLRcWe83gd5zGAIOOdOh6dHKMIG+2PcDCnIEU2q0UHGjtU2UDuMeAP/OkJv/Auy5uVnyyr1WJyNQgV88ewNA8A/Im8YwyFN0qK8xhAsPEuTSOyInzER9k1LSdJErnHgL/QPIZfrCtjWR78zzt5vO1gs9q6HCZXAwDB76N93uYxkRUYON/kcVmDDMMwuRoAGDiW5YWnhZ4hJKIrAP+geQy/WF/eKIllefCv0ckxykmOkdNlaH05j8oCwMmoqG9XSW2b7FaLFrIsD4MwLSdRkXar6tq6VVLbZnY5ADBgFb7mcZzJlWAkeZ9gXc0TM4Bf0DzGSatp6VJ5fbssFmlWXrLZ5SDE+KIreOQIAE7K8t01ktxPCSVGR5hcDYJJlN2mWbnJkqS15B4DCCJlde4bXkweh5fiwlRZLFJJbZsON3eaXQ4Q9Gge46R58+8mjEpQUgwXo/Avb3QFd40B4OR4m8dLJmaYXAmC0dxC99Nla8s4jwEEj/L6DklkHoebpJgITclOlCStZAgJOGk0j3HSVnmW7ywgPxHDYP4Y98XqhvJGdTtcJlcDAMGp2+HSx5684yUTaB5j8OZ5m8dMHgMIEm1dDtW2dkmS8pg8Dju+6IqSOpMrAYIfzWOctFWeO3kLxpCfCP8bmxGvlNgIdTlc2nKgyexyACAorS9vUGuXQ2lxkb5JHGAw5ua7L8L317apztOMAYBAVtHgzjtOiongCdkw5O1PsDQPOHk0j3FSGtu7tbOqRdKRO3uAP1ksFt+W9zVEVwDAkKzwRFacPiFDVqvF5GoQjJJiIzQhM16StLaM6WMAga+8zt08JrIiPHn7E3sOt3LTEzhJNI9xUlZ7po7HZsQpIyHK5GoQquZ7msdraR4DwJAs9zWP002uBMHMezN3Hc1jAEGgvN7dPCayIjylxkX6bnoyhAScHJrHOCneyIr5RFZgGM0b4508bpDLZZhcDQAEl6qmTm072CyLRTptHHnHGLriAnfuMRfhAIKBt3lcQPM4bHmjK1YSXQGcFJrHOCmrPOHzC1mWh2E0dXSiYiJsauro0Z7DrWaXAwBB5a0d1ZKk2XnJPCWEkzLPM3m89UCTOnucJlcDAMdX5omtyKd5HLYWePoU3qE3AEND8xhD1tzZo+0HmyWxLA/DK8Jm1ZyCZEnSaqadAGBQ3txWJUk6b2qWyZUg2OWmxCgzMUo9TkObKhrNLgcAjqvCM3mcT+Zx2PLmHu+salZTe4/J1QDBi+Yxhmxtab1chnsBQVZStNnlIMR5p53WcNcYAAasqaNHH+9zPyV03pRMk6tBsLNYLCou8OwhIPcYQABzugxVNnRIYvI4nI1KiFZRepwMg8gl4GTQPMaQrfLkBi0YQ2QFhp93ad6a0noZBrnHADAQy3YdlsNlaPyoeBVlxJtdDkJAcaE795gltgACWVVzp7qdLkXYLMpOijG7HJjoSHRFncmVAMGL5jGGbGWJt3lMZAWG3+z8FNmtFh1q6vRNEQAAju/N7e684/OmMnUM//BOHq8rY4ktgMBV7sk7zk2Jlc1qMbkamMkbXbGaJ1iBIaN5jCFp7XJo64EmSUfu5AHDKSbSpmk5SZJ45AgABqKzx6llOw9Lks6bQt4x/GNydoJiI21q7nRo9+EWs8sBgD6V17dJkvKIrAh73mG3rQeb1drlMLkaIDjRPMaQrC6pk9NlKC81RrkpHMgYGdw1BoCBe39Prdq6ncpKjNZ0z8034GTZbVbNzk+WJK0tJfcYQGAq9yzLK6B5HPZGJ8coLzVGTpdB5BIwRDSPMSTv76mVJJ02LsPkShBOvPnaK/eTVwUAJ/LfjQckSZfMyJaVR3bhR0dHVwBAICrzxFawLA+SNL/QPX3MEBIwNDSPMSQf+JrH6SZXgnAyb0yqrBaptK5dBxvJPQaA/rR2OfT2Dnfe8eWzckyuBqHGuzSPGCkAgaq0zh1bUZgeZ3IlCARHluZxbgFDQfMYg1bd3Kk9h1tlsUinjGVZHkZOYnSEpucmS5I+3sf0MQD0563tVerscWlMepym5SSaXQ5CzOz8FFktUmVDh6qaOs0uBwCOYRiGSmvdk8dj0pk8hrTQk3u8ubJRHd1Ok6sBgg/NYwyad+p4ek6SUuIiTa4G4WZRkfvg/5joCgDo1383HpQkXTZztCwWIivgX/FRdk3Odt+UWFvGFBeAwFLT2qXWLoesFhbmwS0vNUZZidHqcRraUE7kEjBYNI8xaB/sdTePTyWyAibwTrt/vK9OhmGYXA0ABJ661i7fboLLZo02uRqEqnmF7keAWZoHINB4p45HJ8coym4zuRoEAovF4ouuWEl0BTBoNI8xKIZh+JrHi2kewwTFhSmKsFl0oLFDFfXkHgPAJ7286aCcLkPTc5I0NiPe7HIQouYWuHOPmTwGEGhKa915x2PIO8ZRFniiK1bxBCswaDSPMSi7q1tV09Kl6Air5nqWpQAjKTbSrpme3OOP9tWaWwwABBjDMPTsmgpJ0pVzWJSH4eNdmrf9YLNauxwmVwMAR+yneYw+zB/jnjzeUNGoLge5x8Bg0DzGoLy/p0aSNH9MGo8AwTS+6AruGgPAMbYcaNLOqhZF2q361Gyaxxg+2UkxykmOkcuQNpY3ml0OAPh4J48L02ge44ixGXFKj49St8OlTRVNZpcDBBWaxxiUDz2RFaeNSzO5EoSzhZ7m8UfkHgPAMf7pmTq+YGqWkmNZaovhNa+Q6AoAgae0jslj9GaxWLTAM31MdAUwODSPMWBdDqdWecLlTxuXYXI1CGdz8lMUabeqpqVL+2razC4HAAJCR7dTL208KEn67Lw8k6tBOJjL0jwAAcblMnzN40Kax/gEb3TF6lJuegKDQfMYA7ampEHt3U5lJERpUlaC2eUgjEVH2DQ33z3t9DG5xwAgSXptyyG1dDmUlxqjRUU8IYTh55083lDeIIfTZXI1ACBVNXeqs8clu9Wi3JQYs8tBgFlQ5G4erytrUA/nFjBgNI8xYMt2HZYknTEhQ1arxeRqEO7IPQaAYz25skyS9NniPM5pjIgJoxKUEG1XW7dTO6tazC4HAHx5x3mpsYqw0e7AsSaMSlBybITau53acoDcY2Cg+NMUA/aep3l85qRRJlcCSIu8zeN9dXK5yD0GEN42lDdoY0WjIm1WfXZevtnlIExYrRbNLfDkHvMIMIAAUOKNrEiLNbkSBCKr1aJ5nsil1SWcW8BA0TzGgJTXtWtfTZtsVotOG59udjmAZuQmKzbSpob2HqadAIS9xz8qlSRdMjNbGQlR5haDsFLsaR6vKSP3GID5vJPH5B2jPyzNAwaP5jEGZNlu99RxcUGKEqMjTK4GkCLtVt9d4w/3knsMIHwdbu7Uq1sOSZI+f8oYk6tBuCn2Lc2rl2HwJBAAc5V4msdjaB6jHws9eyHWljbIyROswIDQPMaAvLeTyAoEnsWeKfgVe2pMrgQAzPPUqnL1OA3NLUjR9Nwks8tBmJmZmyy71aLq5i5VNnSYXQ6AMOdtHhem0TxG3yZnJyohyq6WLoe2H2w2uxwgKNA8xgl19jj10T73Ix1nTqR5jMCxZEKGJGlVSb06e5wmVwMAI6/L4dRTq8olSTefUmhuMQhLMZE2Tctx37RYR3QFABP1OF0qq2uXJI0dFW9yNQhUNqtFxYXuyKVVJURXAANB8xgn9PH+OnU5XMpOitaETA5hBI5xo+KVlRitboeLhQcAwtJrWw6ptrVLmYlRumBaltnlIEz5co9ZmgfARGV17XK4DMVG2pSdGG12OQhgCzzRFau4hgQGhOYxTmiZJ7LijImjZLFYTK4GOMJisej0CZ7oit1EVwAIL4Zh6NEPSyVJNywsUISNv9bBHN7cYyaPAZhpX02rJKkoI05WK9et6N98z9K8NaX1cpF7DJwQVxk4LsMw9N4ud1PuzIkZJlcD9LZ4vPvfy/f3sDQPQHjZUNGozZVNirRbde38fLPLQRib65k83lXdoqaOHpOrARCu9h52N4/HZfC0LI5vek6SYiNtamzv0e7DLWaXAwQ8msc4rt3VrSqvb1ek3apTx6WbXQ7Qy2nj0mWxuC9Yq5o6zS4HAEbMY56p48tmjlZafJS5xSCsZSREaUx6nAxDWl/O9DEAc3gnj8fSPMYJRNisvhufq/YTXQGcCM1jHNeb26okSYvHpSsuym5yNUBvKXGRmuFZ1PP+HqIrAISH6uZOvbblkCQW5SEweC/C15J7DMAk+2raJLEsDwMz3xO5xNI84MRoHuO4lm53N4/Pm5ppciVA/06f4I6uWEF0BYAw8Y+VZXK4DM0vTNU0zw00wEzzCr3NYyaPAYw8wzC0zxtbQfMYA+Bdmre6pF6GQe4xcDw0j9GvA40d2nqgWVaLdPZkmscIXN7c4w/21LDwAEDI6+xx6ulV5ZKkm08tNLcYwGNugXuCa2NFo7odLpOrARBuDrd0qbXLIatFKkiLNbscBIGZeUmKtFtV29rtm1oH0Deax+jXW57IiuKCVKWTpYgANjs/WfFRdjW092jrwSazywGAYfXK5kOqa+tWdlK0zpvCzV0EhrEZcUqJjVCXw6VtnMUARph3WV5BWpyi7DaTq0EwiLLbNDsvWRLRFcCJ0DxGv97cXi2JyAoEvgibVYvGuh87ep/oCgAhzDAMPfphiSTphkUFstv4qxwCg8Vi8U0fE10BYKQdWZYXZ3IlCCZHR1cA6B9XHOhTQ1u3Vnn+AD2XqSYEAV/u8W6W5gEIXevLG7XtYLOi7FZdMy/f7HKAY/hyj8u4CAcwsryTx2MzyDvGwC0c41mat5/cY+B4aB6jT+/uPCyny9CkrAQVpHH3FoHv9PHpkqR1ZQ1q7uwxuRoAGB7/WFkmSbp05milxkWaXA1wrOKjluZxEQ5gJPkmj1mWh0GYnZ+iCJtFVc2dKq1rN7scIGDRPEaf3tzuzjs+b2qWyZUAA1OQFqei9Dg5XIY+ILoCQAiqb+vWq5sPSZJuWFhgcjVAb9Ny3MuH6tq6uQgHMKL2HXYvPGPyGIMRE2nTnHz3jc8P9nINCfSH5jF66eh2arnn0X8W8SCYnDlplCT35DwAhJrn1lao2+nS9JwkzfQseAECSZTdppm5SZKkNaVEVwAYGS2dPapq7pQkjaN5jEFa7HmC9X3iD4F+0TxGLx/srVVnj0s5yTGaOjrR7HKAATvL0zxetuuwXC4elwUQOlwuQ0+tckdWMHWMQFZc6M6PXMfSPAAjZHe1O7IiMzFKSbERJleDYLN4vHt3zsf76uRwukyuBghMNI/Ry9Jt3siKTFksFpOrAQZuXmGq4qPsqm3t1pYDTWaXAwB+s3xPjSrqO5QYbdelM0ebXQ7Qr+IC9+O/a1iaB2CE7K5ukSRNyEwwuRIEo2k5SUqOjVBLl0ObKhvNLgcISDSPcQyH06V3dlRLks6bQt4xgkuk3arTxrkfOyK6AkAoecqzKO+quXmKibSZXA3Qv7me5vH+mjbVtXaZXA2AcLCryt08npRF8xiDZ7NadOpY9zXkit3kHgN9oXmMY6wta1BDe4+SYyM0z7MxGwgm3uiK93bRPAYQGg41dfhuiH1uYb7J1QDHlxwbqQmZ7szRNURXABgBTB7jZHlzj1maB/SN5jGO8eY299Tx2ZMyZbfxrweCzxmT3JlVmyubdLil0+RqAODk/WtdpVyGtGBMKlvkERQWjEmTJK0qqTO5EgDhwNs8nsjkMYboNE/zeGNFo5o7e0yuBgg8dAfhYxiGL+/4/KmZJlcDDM2ohGhNz3Fvel+2i425AIKbYRh6YV2lJOnq4jyTqwEGZkGRe2neyv3kHgMYXrWtXapt7ZbFIo0bxQ1WDE1uSqyK0uPkdBn6eB83PoFPonkMn+2HmnWgsUPREVbfxtFgsnLlSl1++eVKT09XdHS0JkyYoB/84Adqb28f8Gecc845slgsslgsqqqq6vV6Z2envva1ryk9PV1xcXG67LLLVFZW1udnNTU1KSsrS9dee+2gfy2lpaWyWCwqLCw87vtuvvlmWSwWPfbYY31+3fuP1WpVUlKSCgsLdemll+rXv/61qqurB/25weJMb3QFuccAgtya0gaV1rUrLtKmi6aHzi4CzuzeXw+lM9s7ebyzqlmN7d0mVwMglHmnjvNTYxUbaTetDs613l8PtnPNG13x/h4GkIBPonkMH29kxenjM4JuGc9TTz2l0047TS+99JIKCwt10UUXqbOzUz/72c90yimnqKWl5YSf8dhjj+mdd96RxWLp9z133HGHHnroIRUUFGjx4sV65ZVXdNFFF8npdPZ67//7f/9PbW1tuu+++07q13YyTj31VN1000268cYbdd555yk3N1fvvPOOvv/97ys/P1+/+tWvZBiGafUNF2/u8ft7atXjdJlcDQAM3XNrKyRJF8/INvWi2J84s/sWSmd2RkKUxo2Kl2FIq0qYPgYwfHZXmZ93zLnWt2A7107zDNB9sIfcY+CTaB7D583t7ubxeVODa7KpsrJSX/ziF+V0OvX3v/9da9eu1b///W/t2bNHV199tTZt2qQ777zzuJ9RU1Oj7373uzrvvPOUn9/3MqJDhw7p73//uy688EKtXbtWb7zxhn76059q+/bt+s9//nPMe7du3aqHHnpIP/zhD5WTk+O3X+tgffGLX9Rjjz2mxx57TM8//7w++OAD1dXV6Xe/+53sdrvuuusu3X333abVN1xm5CQpPT5SrV0OrSnlohVAcGrrcui1LYckhU5kBWd2/0LtzF7oi67g8V8Aw2dXdaskaaJJzWPOtf4F27m2sChVdqtFpXXtqqgf+MQ4EA5oHkOSVFHfrh2HmmWzWnS2Z2ozWDz22GPq7OzUueeeq89//vO+r0dFRemPf/yjYmNj9be//U11df1fvHzzm99UW1ubHnrooX7fs3XrVjkcDt14442+O8K33HKLJGnjxo3HvPfrX/+6xo4dq29961sn8SsbHjExMfrGN76hV199VTabTb/4xS+0adMms8vyK6vVoiUTiK4AENyWbqtSe7dThWmxKi5IMbscv+DMHpxgPrMXFrmjK8g9BjCczF6Wx7k2OIF8riVER2h2frIk9xOsAI6geQxJ8i3Km1+YqpS4SJOrGZx169ZJks4444xer2VkZGjKlCnq6enRa6+91uf3L126VE8//bTuvvtujR07tt+f09DQIElKSTlyAe/9z/X1Ry6Mnn76aS1fvly///3vFRERMehfz0g544wzfBlYv//9702uxv+80RXv0jwGEKRe2nRQknT5rJzjPsYaTDizhyYYz2xyjwEMN8MwfLEVZjWPOdeGJlDPNe/upxW7yT0GjkbzGJKOjqzINLmSwWtra5N07EF6tNRU92OTfd3RbG9v12233aZJkyad8HEi7yNEe/bs8X1t9+7dkqSCggJJUmtrq773ve/p05/+tM4999xB/kpG3jXXXCNJeu+990yuxP8WT0iX3WrRvpo2ldfx2BGA4FLf1u3L3Lts1miTq/EfzuyhC7Yz++jc49XkHgMYBoeaOtXS5VCEzaLCtDhTauBcG7pAPNdOn+BuHn+4t1bdDnbnAF40j6G61i6t9eTCnjsl+JrHGRnuP+D72zTr/XppaWmv1374wx+qtLRUf/rTnxQZefyJ61mzZik7O1v333+/tm7dqurqat15552yWCy68MILJUk/+clP1NjYqPvvv/8kfkUjZ9asWZKk/fv3q7s7tKaCEqMjVFzo/kvcOzv73+YLAIHotS2H5HAZmjo6UWMz4s0ux284s4cuGM/sI7nHNI8B+N/OqmZJUlF6vCLt5rQ2ONeGLhDPNe/unJYuh69HAoDmMSS9s/OwXIY0LSdRuSmxZpczaEuWLJEkPfPMM70OnZUrV2rXrl2S1GvL7fr16/Xggw/qpptu6vMxo0+Kjo7Wvffeq9LSUk2fPl1ZWVlaunSpbrvtNs2YMUO7du3SAw88oP/93/89ZtFBR0fHkLfIlpWVyWKx9PvP448/PqTP9UpPT/f9Z++jUKHknMnumyHv7CC6AkBwedkTWXHZzNCZOpY4s09GMJ7ZR3KPWZoHwP+2H3Q3j6eMTjStBs61oQvEc81qtejMie74w3eIPwR87GYXAPO96ck7Pm9KlsmVDM3nPvc5/exnP1N5ebkuv/xy3XfffcrPz9eHH36oW2+9VXa7XQ6HQ1brkXslTqdTt956q5KTk3XfffcN6mcVFRXp+eefV2dnp8466yx9+tOfliR94xvfUH5+vr773e9Kkp599lndddddKisrU1JSkr7+9a/rJz/5yTF1nEhcXJyuuuqqfl//4IMPtG/fvgF/3icd/ReJUMnTPNpZk0bpnld3aFVJnVo6e5QQHbi5XwDgVdXUqdWeaZdLQqx5zJkdXmf2/DHuyeMdntzj5Njg2qsBILBtP+RpHmeb1zzmXAu9c+3syaP0/LpKvbvzsH54yRSzywECAs3jMNfW5dAKT6ZiMOYdS+5D7ZVXXtEll1yiN954Q2+88Ybvtfz8fH3729/Wr3/962NyqB544AGtX79ef/vb34654zkQixYt0qJFi4752r/+9S+99dZbeuWVVxQVFaV169bpuuuu0/nnn68HH3xQy5cv189+9jONGjVKt99++4B/Vnp6uh577LF+X7/55ptP6sCurT2yRba/nK5gVpQRr6L0OO2vbdP7e2p10fRss0sCgBN6ZfNBGYY0rzBFOckxZpfjV5zZ4XVmj0qI1tiMOO2radPqknqdNzU4BxUABKZAmDzmXAu9c+208RmKsFlUUtum/TWtKgqh+DBgqGgeh7n399So2+FSfmqsJmaas6HWH6ZPn66dO3fq+eef19q1a+VwODRz5kxdd911uueeeyRJU6dO9b3/5Zdf9j1q88QTTxzzWVVV7knsK6+8UpGRkbrnnnt02mmn9fuzOzo69J3vfEeXXnqpLr74YknSb37zG8XHx+u5555TQkKCLr/8cq1fv1733nvvoA7s4bZx40ZJ0vjx4wN6G+/JOHvyKO1/v0Rv76imeQwgKLwUopEVXpzZQxOsZ/bCojTtq2nTyv00jwH4T2uXQ6WepdhmTh5LnGtDFajnWnyUXQuL0vT+nlq9u/MwzWNANI/D3pvb3IvEzp+aGVCPigxFTEyMbrzxRt14443HfP3tt9+WpF5ZUoZhaMWKFf1+3scffyzp2Duiffn5z3+u6upqPfDAA76v7dy5U5MmTVJCwpGG/Pz587V8+XI1NzcrMdHcv+B4Pfvss5KkM8880+RKhs9ZkzL11/dLtGxXjZwuQzZrcP97DiC0ldW1aXNlk2xWiy4M4RtenNmDF6xn9sKiND21qpzcYwB+tcMTWTE6KVopceZH4nCuDV4gn2tnTRql9/fU6p0dh/XFxUVmlwOYjoV5YazH6dLbO9zN41CdBFm+fLnWr1+vqVOn6tRTT/V9fdmyZTIMo89/CgoKJEmHDh2SYRi64oor+v38ffv26d5779Wdd96poqJjD5X29vZj/v+2tjZJgZPntGzZMj377LOyWCz6xje+YXY5w6a4MEWJ0XbVt3VrY0VgLGIAgP68sdU9cbSwKFXp8VEmVzOyOLP7F8xn9oKiY3OPAcAfAiGy4kQ41/oX6Ofa2ZPckZ6rS+s5uwDRPA5rq0vq1dzpUFpcpObkB07G0FBs3LhRDofjmK+tX79e1113nSwWi37/+98Py8+94447lJ2drbvuuuuYr0+dOlXbt2/Xhg0bJLm367788svKz88/5g6wGTo7O/WHP/xBF198sZxOp374wx9q2rRpptY0nCJsVp3h2Zj79g425gIIbEs9S2wvCNGbuhJn9mCEwpntzT02DPffPQHAH3zNY5MjKyTOtcEIlnMtPy1Wk7IS5HQZeodrSIDYinD2pucC9ZzJmUH/KP83v/lNbd++XbNmzVJ6erpKS0u1atUqWa1WPfzww8PyKMyrr76qV199Vf/5z38UE3PsQqPvfe97evrpp3XmmWfqrLPO0oYNG1RRUaE///nPfq/jeB555BEtW7ZMkvvuc1VVldatW6f29nZFRUXp17/+tW8jbyg7e/IovbTpoN7dcVjfv2CS2eUAQJ8ON3dqfXmjJOncKaHbPObM7lson9ne3OOP99eF7NNuAEbW9kOBM3nMuda3YD/Xzp+apZ1VLXpjW5U+PTfX7HIAU9E8DlOGYejN7Z6842mZJldz8q6//nr94x//0MaNG9XY2KiMjAxdc801+t73vqdZs2b5/ed1dXXpjjvu0Pnnn9/no0QzZszQiy++qB/84Ad65ZVXlJWVpV/+8pf68pe/7PdajufDDz/Uhx9+KIvFovj4eKWmpurMM8/UkiVLdNNNN2nUqFEjWo9ZzpgwSjarRbuqW1RR36681FizSwKAXpZ6zuVZecnKSoo2uZrhw5ndt1A+s08Zm66nVpXrw73Hz+4EgIHocbq0q7pFkjQlO8nkajjX+hPs59oF07L04Dt7tGJ3jdq7HYqNpH2G8GUxDMMwuwiMvC2VTbr0Dx8oNtKm9T88V9ERNrNLAobVZx/+WKtK6vWjS6fo5lPHmF0OAPRyw99W6f09tbrrwkm6bclYs8sB/KaxvVuzf/qWDENa+T9nh/TNEQDDb1dVi85/YIUSouza9H/nyRrkT9EiMBmGoSX3LlN5fbv+9Lk5Ib3IGDgRMo/DlDdT8YyJGTSOERbOnuy+s/3OTjKrAASepvYefbyvTpL7MUkglCTHRmpGbrIk6f09NeYWAyDobT/UJEmanJ1I4xjDxmKx6IJp7r+TveHpnwDhiuZxmHpzu/sPv/NCOFMRONrZk93xLCv316m1y3GCdwPAyHp3V7UcLkMTMuM1Jj3O7HIAvzt9fLokacUeoisAnJwtlYGTd4zQdv5U9zXkuzsOq9vhMrkawDw0j8NQeV27dle3ym616MyJgZ0zBPjL2Ax3Q6bHaej93Uw9AQgsb2x139Rl6hih6vQJGZKkD/bUyOUiNQ/A0G050ChJmpFrft4xQtvsvBRlJESppcuhj/Zx8xPhi+ZxGHp7h3shz7zCVCXFRphcDTByzprkvlny9g6iKwAEjo5up5Z7bmrRPEaompWXrPgouxrae7TtYLPZ5QAIUk6Xoa0H3H+G0DzGcLNaLTpvinv6eCnRFQhjNI/DkLd5fI7nD0EgXHhzj5ftOiwnU08AAsSKPTXq7HEpJzlGU3kEFyEqwmbVorFpktz/zgPAUOyvaVVHj1OxkTaNSY83uxyEAW/u8ZvbquVwEl2B8ETzOMw0tfdoVUm9JOmcyURWILzMK0xVQrRddW3d2ljRaHY5ACDpyCTL+VOzZLGw+AehyxtdsYL4KABDtLnSvSxv2ugk2ViWhxGwsChNqXGRqmvr1kee5cZAuKF5HGaW7XZPXI4fFa+CNBbyILxE2Kxa4rlwfcczgQ8AZnK6DL270x2l413KAoQq79K8dWUNLK8FMCRbDribx9OJrMAIibBZddF09/TxS5sOmlwNYA6ax2HmHU/WK5EVCFfnTPZszN1J7jEA820ob1Bje4+SYiI0tyDF7HKAYVWQFqf81Fg5XIZWMr0FYAg2VzZKIu8YI+vSGaMlSUu3VqnL4TS5GmDk0TwOIz1Ol97b5WkeT6Z5jPB0xsQMWS3SzqoWVTa0m10OgDDnvZF1+oQM/f/27js+ijL/A/hndje76b1SkpBQIh0C0ov0dooURbGggti4UyxYj+O8+8lxp57Yy4lIUZR2CgpICZ0AobcQ0ggppPdk6/P7Y5NILgFSNpktn/frlZcyOzv5zk6efWa+88z3USl5Wkb2b3hn8+jjvSxdQUSNZDCacCHTPFle97ZMHlPr6R/ui2BPZ5RoDYiJZ/9FjodXKQ7kWHI+SioN8HNTo3d7b7nDIZKFt6sa/cJ8Afw+Ep+ISC7VyePRUZyHgBzDXV3Mf+u7L2VDCE5eS0QNdyWnFJV6E9w1KnRgCUZqRQqFhCk9QwCwdAU5JiaPHcjOqkTZqKhATi5ADm101WSRO1n3mIhklFFYgUtZJVBIqKnHTmTvBkf6Q6NSIL2wAvHXS+QOh4hsSM1keW09oeD1LLWyu3ubS1fsungdZazbTw6GyWMHIYTAbxfNs7mPZskKcnDVbSA2KZ8T9hCRbKpHHfcJ9YGPm1rmaIhah4taiSEdzaUr+AQQETVGdb3jHixZQTLo0dYL4X6uqNSbOAiJHA6Txw4iIbsUafkVUKsUGFY10zWRo4oMcEO4nyt0RhMOJLBmFRHJY8+l358IInIk1X/znLyWiBrjVFohAKB3e04wS61PkiT8oZd59PFPp1i6ghwLk8cOovrO2JBIP7hpVDJHQyQvSZIwKso8+ngnRz0RkQwq9UYcTMwF8HsNWCJHUZ08PnG1APllOpmjISJbUKEz4lKmudRN71BveYMhh3V3VfJ4X0IOCsvZf5HjYPLYQey8YE4es2QFkdmYqrrHey5lw2TihD1E1LoOJ+WhUm9CiJcz7gjxkDscolbVxtsFXUM8IQQQE8+buER0e+cyimAwCQR6aNDGy1nucMhBdQryQFSwB/RGgW3nsuQOh6jVMHnsAHJKtDhZ9YhP9URhRI6ufwdfeGhUyCvT4VRV/TQiotZSXbLirqhASBIn/SHHU31OyrrHRNQQJ68WAAD6hHqz3yRZVU+ct/FEusyRELUeJo8dwJ5L2RDCXOA9xMtF7nCIrIKTUoHhXQIAmGfMJSJqLUKImlqvo1iyghzUmKqn4fbEZ6NSb5Q5GiKydievFgIwTzJLJKd7+7SFJAFHU/KRmlcmdzhErYLJYwdQXe+Yo46JahvDUU9EJIOE7FJcKzBPYju4o5/c4RDJomc7L7T1dkG5zoi9lzl5LRHd2u+T5XnLGgdRiJcLhnb0BwBs4OhjchBMHtu5Sr0R+xPME/KMYb1jolpGdg6EQgIuZZXgWkG53OEQkYOoHnU8KMIPrmpOYkuOSZIkTOweDAD49WymzNEQkTXLLKpAZlElFJL5xhOR3GZEtwMAbIi7xvlzyCEweWznDifloUJvRLCnM7q18ZQ7HCKr4uOmRnSY+dG36mQOEVFLq/6+4RNB5Ogm9ggBAOy8mA2tgaUriKh+p6pKVkQFe/KmK1mF8d2C4aFRIb2wArHJ+XKHQ9TimDy2c7urHscfdQcn5CGqz+iqEfk7WbqCiFpBUbkecanmSX/uYr1jcnB92nsj2NMZpVoDDlQ9KUdE9L+qJ3/vE+otaxxE1ZydlJjSy3wDdH3cNZmjIWp5TB7bMSFEzURgYzi6iahe1W3jSGIeyrQGmaMhInu3LyEHRpNAp0B3tPd1lTscIlkpFBImVJWu+OVslszREJG1OsXJ8sgKVZeu+PVcJq8jye4xeWzHLmWVIKOoEs5OCgyO9Jc7HCKrFBngjlBfV+iMppr64ERELWVPVcmKUVG8qUsEAJOqSlf8diELOoNJ5miIyNrojSacSS8EwMnyyLr0DfVBB383lOuM+PUcb4CSfWPy2I5V11QcEukPZyelzNEQWSdJkmrqjlaP1CciaglGk0DM5RwAwF1MHhMBAKLDfBDgoUFxpQGHEnkTl4hqi88qQaXeBE9nFSL83eQOh6iGJEmY3rctAGB9XJrM0RC1LCaP7djOqkRYdU1XIqrfmKo2sic+m7PlElGLOZVWiPwyHTycVTWTdRI5OqVCwoRu5tIVW89kyhwNEVmbk1fN8wT0DvWBQsE5fMi63Nu3HSQJOJKUj7T8crnDIWoxTB7bqdxSLU5VTSzAR2OJbq1/uC88NCrklupw+lqh3OEQkZ2qLlkxonMAnJQ8BSOqNqWnuXTFr+eyUKEzyhwNEVmT6klm+7BkBVmhtt4uGBzpBwDYeCJd5miIWg6vXOxUTHwOhAC6tfFEsJez3OEQWTW1SoHhnQMAALsuZsscDRHZq92sd0xUr/7hvmjn44JSrQE7LrBuJBH97liKOXncP9xX5kiI6lc9cd6GE9cgBJ9iJfvE5LGd2n2JJSuIGqOm7vElJo+JyPIyiypwIbMYkgSM7MLkMdGNFAoJ0/pWX3xz5BYRmWUWVSC9sAJKhYTeod5yh0NUr/HdguGmVuJqfnnNzQ4ie8PksR3SGUzYd9k84chojm4iapCRXQKhkICLmcVIL6yQOxwisjPVo477hvrA100tczRE1qd60qEDCTm4XlwpczREZA2OVyXiuoZ4wl2jkjkaovq5qlWYXFV+iRPnkb1i8tgOHU3OR6nWgAAPDXq09ZI7HCKb4OumRt9Q8wRWu6smmyQispQ9LFlBdEthfm7oF+YDkwA2n+ToYyICjqfkAwD6hXOSWbJuM6LbAwB+OZuFcp1B5miILI/JYzu0q6pkxagugZyRlqgRqsu8sHQFEVlSpd6IA1fMTwQxeUx0c9Or6kauj2PdSCJivWOyHf3DfRDq64pSrQG/nmXtfrI/TB7bGSFEzYRfo+7gBSpRY1TXPT6UmMc7xkRkMYcT81CpN6GNlzOigj3kDofIak3uGQIXJyUSsktx4irrRhI5suJKPS5lFQMA+oVx5DFZN0mSMLPqBui64yxdQfaHyWM7k5hTiqv55VArFRja0V/ucIhsSqdAd7T3dYHOYML+hFy5wyEiO1HzRNAdgZAkPhFEdDOezk6YUlU3cm0sL76JHNnJq4UwCSDU1xWBns5yh0N0WzP6tYNCMpcRTcoplTscIoti8tjOVI86HhTpBzdOKkDUKJIkYXRUVekK1j0mIgsQQmB3Vd9c/f1CRDf3wIBQAMCWMxkoKtfLHA0RySWO9Y7JxoR4uWBkF/OTrD8cvyZzNESWxeSxnalOHo9myQqiJqluO7sv5cBkYr1FImqe+OslyCiqhLOTAoMi/eQOh8jq9WnvjahgD2gNJvzIWeuJHBbrHZMtur+/eeK89XHXoDeaZI6GyHKYPLYjheU6HE8136HlhDxETTOggx/cNSrklmpxJr1I7nCIyMZV39QdEukPZyelzNEQWT9JkvDo4HAAwIqDKTDw4pvI4eiNJpxMq04ec+Qx2Y5RUYHwd9cgt1SL3ZyEnewIk8d2ZO/lHJgEEBXsgXY+rnKHQ2ST1CoFhnc21wtn6Qoiaq7qCwdOYkvUcPf2aQtfNzXSCyuw/Tz7YiJHcz6jGJV6E3xcnRAZ4C53OEQN5qRUYEb1xHnH+PQM2Q8mj+1I9egmjjomap5RNXWPebeYiJouv0yHE1fNI6fYNxM1nLOTEg8NDAMAfHUgSeZoiKi1Ha+qdxwd5suJZsnmVJeuiInPRmZRhczREFkGk8d2Qm80YU886x0TWcJdXQIgScCFzGJkFLLDJ6Km2XMpG0IAd4R4IsTLRe5wiGzKwwPDoFYqcPJqIeJSC+QOh4ha0TFOlkc2rIO/GwZ08IVJAOs5cR7ZCSaP7URsUj5KKg3wd1ejd3t2skTN4eeuQd9QczvaxVpVRNREOy5kAQDGdg2SORIi2xPgocHUPm0AAP/h6GMihyGEqLlhxHrHZKtm3WkefbzueBonYSe7wOSxnfit6gJ1dFQQlAo+2kPUXNWPmO9m3WMiaoIKnRF7L+cAAMYxeUzUJE8MjQAAbDuXhdS8MpmjIaLWkJJXjtxSHdQqBbq39ZI7HKImmdg9BB7OKlwrqMChxDy5wyFqNiaP7YAQAr9dMCe4OLqJyDLG3GFuSwcT81CuM8gcDRHZmv0JOajUm9DW2wXd2njKHQ6RTeoS7IERnQNgEsBHu6/IHQ4RtYLqkhW923lDo1LKHA1R0zg7KTG1d1sAwPfHrsocDVHzMXlsB85nFCOjqBIuTkoM7eQvdzhEdqFzkDva+bhAZzDhQEKu3OEQkY3ZUXVTd1y3IE72Q9QMz4/pBADYeDIdybkcfUxk746z3jHZieqJ83acv478Mp3M0RA1D5PHdqB61PGwTv5wduLdWSJLkCQJo6tKV+y6yLrHRNRwBqMJu6pK3ozrGixzNES2rU+oD0ZFBcJoEvhwV4Lc4RBRCzueUl3v2FfmSIiap3tbL3Rv6wmd0YRNJ9PlDoeoWZg8tgO/j27iBSqRJY2uKl2xOz6bEx0QUYMdTy1AQbke3q5OnOyHyAJeGNMZALD5VDquZJfKHA0RtZTs4kok5ZZBklAzeTWRLbu/fygAYN2xqxCC15Nku5g8tnFp+eW4mFkMhfT7BF9EZBkDInzhplYip0SLs+lFcodDRDZix3nzTd3RUUFQKXmqRdRcPdp5YWzXIJgEsJyjj4nsVmyyuWRF1xBPeLk6yRwNUfPd3asNnJ0UuHy9FCfTCuUOh6jJeEVj43ZWPRbbL9wXvm5qmaMhsi8alRLDOgUAQM0j6EREtyKEwPbzWQDM9Y6JyDKqax//fCYD5zN4Q5fIHsUm5wEABnTwkzkSIsvwcnHCpB4hAIB1R9Nkjoao6Zg8tnHV9Y7HdeUFKlFLGH1HVd3jS6x7TES3dz6jGOmFFXB2UmB41c0nImq+bm28MKVnCIQA/vrzBT7+S2SHYpPMI48HRLDeMdmPWVWlK34+k4FSrUHmaIiahsljG1ZUrq95tGcsk8dELeKuqEBIkjkhlFlUIXc4RGTltp7NBACM7BwIFzUnsSWypFcnRkGjUiA2OR/bzmXJHQ4RWVBuqRYJVTXN7+RkeWRH+of7IMLfDeU6I7aeyZA7HKImYfLYhu2Ovw6jSaBzkDvC/NzkDofILvm7a9C7vTcAYNdFjj4mopsTQuDn0+aLgj/0aiNzNET2p52PK+YPjwAA/P2Xi6jUG2WOiIgs5WjVoKioYA/4sBwj2RFJknB///YAgO+PsXQF2SYmj21Y9YiLcV2DZY6EyL6NucM8sn83S1cQ0S2cSivEtYIKuKqVnMSWqIU8NTISwZ7OuFZQgf8cSJY7HCKykNik6nrHHHVM9mda33ZQKSScvFqI+KwSucMhajQmj21UmdaAmPgcAKgpwE5ELaO67vHBK7mo0HGUExHV7+fT5pIVY7sGsWQFUQtxVauwaGIXAMDHe64go5AlpYjsQXU5xgERnCyP7E+Ah6ZmQNJ3R6/KHA1R4zF5bKN2X8qG1mBCuJ8r7gjxkDscIrvWJcgDbb1doDWYsC8hR+5wiMgKGU0CW6rq2P2hJ0tWELWke3q1RXSYD8p1Rry1+RwnzyOycQVlOlyqGo15J0cek516cIB54rwNcddQruPEeWRbmDy2Ub9UTcgzsUcIJEmSORoi+yZJUs2klNs5QQ8R1eNYSj6yS7TwdFZhWGd/ucMhsmsKhYSl03pArVRg16Vs/HwmU+6QiKgZjqaYRx13DHSHv7tG5miIWsbQjv4I83NFidaAn05x4jyyLUwe26BynQF74s21VyezZAVRq5jY3VxbfOfF69AZTDJHQ0TWpnrU8YTuwdCoWLKCqKV1CvLAs3d1BAAs+ek8Csp0MkdERE0Vm1RVsoKjjsmOKRQSZleNPl4Ty9IVZFuYPLZBMfE5qNSb0N7XBd3aeModDpFD6BfuC393NYorDThcNaEHEREAGIwm/HLW/FTCH3qxZAVRa3l6ZCQ6B7kjr0yHt7dekDscImqi2OSqyfJY75js3Izo9lCrFDibXoTTaYVyh0PUYEwe26CtVSUrJrFkBVGrUSokjOtmHn287RwfjyWi3x1KzEN+mQ5+bmoM4oUvUatRqxR4Z1pPSBKw8UQ6tp9naSkiW1NUoceFzGIAwECOPCY75+umrnl6fPWRVJmjIWo4Jo9tTIXOiD2XzCUrJnVnyQqi1lRdumLH+eswmjg5DxGZ/XzaXLJiUo8QqJQ8tSJqTdFhPpg3LAIA8NrGs8guqZQ5IiJqjOMp+RACiPB3Q6Cns9zhELW4hwaaS1f8fCYDReV6maMhahhe4diYvZezUa4zoq23C3q285I7HCKHMjDCD14uTsgr0+Focr7c4RCRFajQGbGtaiLNKT15U5dIDi+O64yoYA/kl+mwaP0ZCMEbvES24khSdckKjjomx9A31AdRwR6o1Juw4cQ1ucMhahAmj23MppPpAIDJPVmygqi1OSkVGNs1CABLVxCR2fbzWSjRGtDOxwX9w3nhSyQHjUqJD2b1gVqlwJ74HE5ERGRDYpOrJ8tj2SdyDJIkYfbAMADAmthU3vAkm8DksQ0pLNdhd1XJinv7tJU5GiLHVF26Yvv56zCxdAWRw/sxLg0AMDO6PRQK3tQlkkuXYA8smhAFAHh7ywVcyCiWOSIiup2SSj3OpRcB4Mhjciz39mkLd40KiTll2J+QK3c4RLfF5LEN2XImE3qjQFSwB+4I8ZQ7HCKHNLSTP9w1KmQVV+LUtUK5wyEiGaXll+PglTxIEjA9mjd1ieT22OBw3NUlAFqDCU+viUNRBWtJElmz46kFMAkg1NcVIV4ucodD1GrcNSrc1689AOCrA8kyR0N0e0we25DqkhXT+7aTORIix6VRKTEqKhAAauqcEpFjqq5TNzjSD+18XGWOhogUCgnv398bbb1dkJpXjpd+PM3HgYmsWGxSdckKjjomx/PYkHAoJGDf5Rxcvl4idzhEt8TksY1IzStDXGoBFBJwT+82codD5NCqS1f8ei6TF6VEDspkElgfZ04ez4xuL3M0RFTN21WNTx/qC7VSgd8uXMfn+5LkDomIbiI2uXqyPNY7JsfT3tcV47qaryu/5uhjsnJMHtuIjSfMo46HdPRHoKezzNEQObaRXQLhqlYiLb8Cp9IK5Q6HiGSwLyEH1woq4OGswvhuwXKHQ0Q36NnOG3+5uxsAYNm2SzicmCdzRET0v8q0Bpy9VlXvmCOPyUHNHdYBALDxZDrySrUyR0N0c0we2wAhBDafMiePp/VlTUUiubmolRjbNQgA8NPpDJmjISI5rD6SCgCYEd0OLmqlzNEQ0f964M72mN63HUwCWPDdSVwvrpQ7JCK6wdHkfBhMAu19XdDel6WfyDFFh/mgVzsv6AwmrD5yVe5wiG6KyWMbcOJqAVLzyuGqVnJ0E5GVqC4f8/PpTBhNLF1B5EjS8sux61I2AOChgWEyR0NE9ZEkCX+b2h1RwR7ILdXiubUnoDea5A6LiKocvJILABgS6S9zJETykSQJjw81jz5edSQFlXqjzBER1Y/JYxvw/dE0AMDE7iFwVatkjoaIAGBoxwB4uzoht1TLx2GJHMx3R69CCGBoR39EBrjLHQ4R3YSLWolPH4qGh0aFYykFeOeXS3KHRERVDlQljwd3ZPKYHNukHiEI8XJGbqmOT7WS1WLy2MoVVejx8xnzF8iDAzghD5G1UKsUmNQjBADw0+l0maMhotaiNRix7pj5pi5HHRNZvw7+bvjXfb0AAF8fTMamk9dkjoiIcku1uJRVAgAYHMnJ8sixOSkVeHRwOADgi31JMPGpVrJCTB5buf+eSkel3oTOQe7oG+ojdzhEdIN7eplLV/x6LouPGBE5iJ9OZSCvTIdgT2eMuSNQ7nCIqAHGdwvGc3d1BAC8uuFszSRdRCSP6qf2ooI94O+ukTkaIvnNHhAKT2cVrmSXYvv5LLnDIaqDyWMrJoTA2lhz0fQH7gyFJEkyR0REN+of7os2Xs4oqTRg58XrcodDRC3MZBL4cn8SAGDOkHColDyNIrIVC8d2xuioQGgNJsxfdRy5nNWeSDaHEqvqHbNkBREAwMPZCXOGmGsff7j7CoTg6GOyLrzqsWKn0gpxKasEGpUC0/q0kzscIvofCoWEaX3NbfPH43wMlsjexVzOxuXrpXDXqPDggFC5wyGiRlAoJLw/qzciAtyQUVSJZ9ZwAj0iuRy8Yh55PKQjS1YQVXtscDjc1EpcyCzGnvhsucMhqoXJYyu26kgqAGByjxB4uTrJHA0R1WdGtDl5vD8hB5lFFTJHQ0Qt6fO95lHHDw4Ihacz+2UiW+Pp7IQvHu4Hd40KR5Pz8faWC3KHRORw0vLLcTW/HCqFhDs7MHlMVM3HTY2HBpnn01i+i6OPyboweWylsksq8XPVTJuPVBVPJyLrE+7vhjs7+MIkgI0nOHEekb06lVaI2OR8qBQSHhsSLnc4RNREHQPd8e/7ewMAvj2cinXHrsobEJGDOXjFXLKid3tvuGtUMkdDZF3mDo2ARqXAqbRCHKqqDU5kDZg8tlKrj1yF3igQHeaD3u295Q6HiG5hZnR16Yo03iEmslMf7koAANzTuy1CvFxkjoaImmNM1yAsHNsZAPDW5vM4cbVA5oiIHMfBqoTYYNY7JqojwEODB+40l0b7cHeCzNEQ/Y7JYytUqTdibay5ZAVHNxFZv0k9QuCqViIlrxxHk/PlDoeILOzMtULsupQNhQQ8e1ek3OEQkQU8d1dHjO8WBJ3RhKdWxSG7uFLukIjsnskkcLh6srxIlqwgqs/8ERFQKxU4kpSP2CSOPibrwOSxFfr5dAZyS3Vo4+WMCd2C5Q6HiG7DTaPC3b3aAABWx/LxVyJ788FO88iPqb3bIiLAXeZoiMgSFAoJ797XG52D3JFdosVTq+OgNRjlDovIrp3LKEJuqQ5uaiX6hPrIHQ6RVQrxcsHMfuYnW/+5PZ5PtpJVYPLYyphMAl/uN0/I8/CgcKiUPEREtuChgebJDX49m8nRS0R25HTa76OOnxvVUe5wiMiC3DUqfPFwP3g6q3DiaiEW//c8L9KJWlBMfA4AYGgnf6hVvM4lupk/ju4EjUqB46kF2BOfLXc4REweW5udF6/j8vVSeGhUeHBAqNzhEFEDdW/rhegwHxhMAt8dTZM7HCKyACEE/rUjHgAwtQ9HHRPZo3B/N3z4YF8oJOD7Y2l8goioBcVUJcFGdgmUORIi6xbk6Yw5VSVMl22Lh8nEG5skLyaPrYgQAh/vuQIAeHhQGLxcnGSOiIga45FB5tHHa2JToTeaZI6GiJor5nIO9ifkwkkp4U+jO8kdDhG1kBGdA/DKhCgAwJKfznP+AqIWUFCmw8m0QgDAyC4B8gZDZAOeHhEJD2cVLmWV4KfTGXKHQw6OyWMrcvBKHk5fK4KzkwKPD+0gdzhE1EgTu4fA312D7BItdpy/Lnc4RNQMBqMJ/7f1IgDg0UHhCPNzkzkiImpJ84dHYErPEBhMAs+siUNGYYXcIRHZlX0JORACiAr2QIiXi9zhEFk9b1c1nhphnqj5vd8uQ2fg4CSSD5PHVkIIgQ93myfkmdU/FP7uGpkjIqLGUqsUePDO9gCAlYdT5A2GiJpl3fE0JGSXwtvVCQtGcdQxkb2TJAnLZvTEHSGeyC3VYf6qOFTqOYEekaXsrap3PIKjjoka7LEh4fB31+BqfjnWHWNZJZIPk8dWYn9CLmKT86FWKvDk8Ai5wyGiJnpwQBiUCglHk/NxIaNY7nCIqAlKKvV4/7fLAIA/je4EL1eWkSJyBK5qFb54OBo+rk44m16E1zed5QR6RBZgMgnsvWxOHo/szHrHRA3lqlbhj6PNEzZ/sOsKSrUGmSMiR8XksRUwmQSWbb8EwFzruI03H+MhslXBXs6Y2D0YAPD5vkSZoyGipvho9xXklurQwd8NsweEyR0OEbWi9r6u+PjBvlAqJGw8kY4VB1PkDonI5p1NL0JemQ7uGhX6hfvIHQ6RTZnVPxRhfq7ILdXik6o5sohaG5PHN6isrMTixYvRuXNnODs7o02bNnj88cdx7dq1Jm1v27ZtmDhxIvz9/eHk5ITAwEBMmTIFu3btqrXeL+cycS69GE4lmVCc34pZs2YhIiICkiRBkiRkZWVZYveIyEKMRiN++OEHvPTSSxg2bBjc3NwgSRKeeuopAKipTfXz6QxczSu/7fbOnDmD5557DgMHDkSbNm2g0Wjg5eWFQYMG4aOPPoLBwDvMRA0RFxeHpUuXYtq0aWjbti0kSYKzs3OjtnE+owhfHUgGAFx8/2FonJQ1/fH//ly6dKkldoOIWklqaio+/PBDTJo0CREREdBoNPD398dfn3sIkz3TAQB//+UiDl7JbdD22J+THCx1DWswGPCXv/wFkydPRkREBDw8PODs7IxOnTrh2WefxdWrdR+ZT0lJuWkfeePPk/PmAgCGdvSHk5IpCKJqFy9exMyZMxEQEAAXFxf06NED77//Pkym3+sbq1UKvD7pDgDAVweSkZZf9/oyJibmlm1w4MCB9f7+27XdysrKltlxsjkquQOwFpWVlRg9ejQOHTqEkJAQ3HPPPUhJScGKFSuwZcsWHD58GJGRkQ3e3nvvvYcXX3wRkiRhyJAhaNu2LZKSkrB161Zs3boVn376KZ566inoDCa8u8P8aGzbrAN485OVLbWLRGQhJSUluP/++2/6eve2XhjeOQD7Lufgi/2J+NvUHrfc3r59+/Dxxx8jLCwMXbt2RUBAAHJycnDw4EEcOXIEmzZtwrZt2+DkxEfniW7l7bffxn//+98mv99oEnht41kYTQKTegTjFyclAODRRx+td30vL68m/y4ikt/s2bNx8OBBuLi4YMCAARgwYAASExOxfft2bN++HX0nz0Ze9wfw7NoT+Pm5oWjv63rL7bE/p9ZmyWvYyspKLFmyBO7u7ujZsyeio6Oh0+lw6tQpfPLJJ1izZg12796Nvn371rzH3d39pn0kAKxbtw6VlZXQ+XcGAIxkvWOiGkeOHMHo0aNRXl6OO++8E+Hh4di3bx8WLlyIgwcP4scff4QkSQCAcV2DMCjCD4eT8rD010v4eHbfercZGRmJoUOH1rv8Ztzc3DBjxox6X1MqlU3YM7JLgoQQQrz11lsCgBg0aJAoKSmpWf7uu+8KAGL48OEN3lZ2drZQq9VCrVaL/fv313pt/fr1QpIk4erqKkpKSsTne6+IsEVbRPTbO8THn34uFi1aJDZs2CCuXr0qwsLCBACRmZlpsf0kouYrLS0VDz/8sFi+fLk4fPiw+PTTTwUAMX/+/Jp1DifmirBFW0SnN34R14srbrm9xMREkZiYWGd5VlaW6N69uwAgPv30U4vvB5G9Wbp0qfjzn/8sfv75Z5GVlSUACI1G0+D3f7kvUYQt2iK6L94mrhdV1PTDRGSfHnjgAfHZZ5+J0tLSWsu3bNkiVCqVACAGPPOuCFu0RUz9+IDQGYy33B77c2ptlryG1ev14sCBA0Kv19dabjAYxGuvvWZuDwMGNHh7Fy9eFACEi4uLaP/8DyJs0RaRVXTrc2IiR6HX60VkZKQAIN57772a5SUlJWLQoEECgPj6669rvedCRpHo8OoWEbZoi4hNyqv12p49ewQA8eijjzYqDgAiLCysqbtBDoTPjADQ6/X48MMPAQAff/wx3N3da15buHAhevbsiX379iEuLq5B24uNjYVOp8OoUaPq3PWZPn06evbsifLycuw/dhIf7EwAACyaEIVnnnqy5nHb9u3bW2jviMjS3Nzc8O2332LBggUYOHBgvY/FD+jgiz6h3tAZTPh8b9IttxcREYGIiLoTZQYFBeHVV18FAOzevdsywRPZsUWLFmHJkiWYMmUKgoKCGvXey9dLsGx7PADg9Ul3INCzceUuiMj2rF27FvPnz4ebm1ut5ZMnT8bjjz8OAAgtOAlPZxVOXi3Ev3bE33J77M+pNVn6GlalUmHIkCFQqWo/nKxUKvHXv/4Vzs7OiI2NRVlZWYO2t2rVKgBAr6FjoNC4ond7bwSxbyUCAGzatAmJiYno1asXXnjhhZrl7u7u+PjjjwGYn2a/0R0hnri/fygA4K9bzsNk4oSu1HqYPAZw4MABFBYWIjIyEn369KnzevUQ/p9//rlB29NoNA1ab93pfJTpjOgT6o3pfds1PGAisnqSJOH5MeZH9FYdSUVGYUWTtlP9qJBarbZYbERUm9ZgxB+/OwmdwYSRXQIwqz9v4BI5ul69egEAivKysWxGTwDA53uTsCc+u0nbY39Olmbpa9hbkSQJCoUCCoWiTnK5PkIIrF27FgDgcsddAIDx3YKbHQeRvdiyZQsA1Fsuok+fPoiIiMC5c+eQkpJS67UXx3WGh0aFc+nFWH+iaXNzETUFk8cATp8+DQC16jfdqHp59Xq3079/f3h5eWH37t04cOBArdc2btyIM2fOoEff/ojJUkGSgL/e3R0KhdSMPSAiazS8kz8GdPCFzmDC8l0JjX5/QUEB3n33XQDAxIkTLR0eEVX51/Z4XMoqga+bGstm9KypL1ftn//8J5566in86U9/whdffIGcnByZIiWi1pKUZH5qKDg4GBO6h+CRQWEAgBd/OI3rxY2bQIj9ObUES1/D3owQAkuXLkV5eTlGjRrVoIFSBw4cQEpKCvwDApDq0hEAML5b454IIrJnTW2//u4aLBhtblP/3B6PUm3tiVgTEhLw2muv4cknn8Trr7+OX375pdbke/UpKyvD3//+d8yfPx8vvPACvv32W5SWljZpv8h+ccI8oGbm2Hbt6h/9W728vhlm6+Pt7Y2vvvoKs2fPxvDhw2smzEtOTsaxY8cwdtx4FPSfi2I9MHtAKHq044Q7RPZIkiS8MqELpn96GD/GXcOTwyMQEeB+0/UTEhLw97//HSaTCdevX8ehQ4dQWlqK+fPn48EHH2zFyIkcx7ZzWfhyfzIAYNn0ngj0qPtI7SuvvFLr3y+88AKWL1+OJ554olViJKLWVVhYiG+//RYAcM899wAwl7M5nlKAC5nF+ON3J7F23kAobzL4g/05tQZLX8PeaNGiRbh+/TqKi4tx5swZJCYmIioqCl988UWD3r969WoAwMAxf8BZKNAx0P2W58BEjqY57ffRweFYE3sVqXnlWL4rAa9PuqPmtUOHDuHQoUO11u/Rowc2bNiATp061fu7cnNz8eabb9ZatnDhQqxcuRKTJ09u+E6RXePIY6Dmroqra/0zKFfXQWvM3ZcZM2bg119/hZ+fHw4cOIB169bh6NGjCAwMhCGoK65rndDW2wWvTrzj9hsjIpsVHeaL0VGBMJoElv566ZbrXr9+HStXrsSqVauwY8cOlJaW4rnnnsOyZcvqjIQkoua7kl2Kl340j+h4YmgHjOlae1TU3XffjY0bNyI1NRXl5eU4d+4cFi5cCK1Wi7lz52Lz5s0yRE1ELe3pp59GTk4OBg4ciHvvvRcA4OykxEcP9oGrWonY5PxbPlHE/pxaQ0tcw1bbsGEDVq5cWVOXtXv37li3bh06dOhw2/fqdDr8+OOPAADNHSMBcNQx0f9qTvvVqJRY/IeuAID/HEhGfFYJvLy88PLLL+PIkSPIy8tDXl4edu3ahYEDB+Ls2bMYO3YsioqK6mzrkUcewbZt25Ceno7S0lKcPHkSDz/8MPLy8jBt2jQcPXrUUrtMNo7JY5gfxQFw05O56tcb491338XYsWMxfPhwnDlzBqWlpThz5gw69eiL3d++h9z//gP/nNET7hoO/iayd4smRkGpkLDjwnXsT7j54+5Dhw6FEAIGgwFJSUl499138e2336Jfv3516l0RUfOUag2Yv+o4SrUGDOjgi9cmRtVZZ/ny5bj33nsRGhoKFxcXdOvWDe+++y4++eQTAOaRWURkX5YuXYrvv/8evr6+WLNmTa3rg4gAd/z93u4AgA93J+BYSn6922B/Tq2hJa5hq125cgVCCOTk5GDbtm3QaDSIjo7GypUrb/veLVu2oKCgAF26ROGCPgAA6x0T3UxT2++oqCCM6xoEo0ngzc1n0atXbyxbtgwDBgyAr68vfH19MWrUKBw4cADDhg1DampqzUR8N1q5ciXGjx+PNm3awM3NDb1798a3336L1157DTqdrs6IZHJcTB4D8PDwAICbzhxbXl4OALVmsL2VvXv34qWXXkLv3r3x448/okePHnBzc0NgWCeUDf0j1EGRKL98CKVJJyyzA0Rk1ToHedTUSvzLT+ehM9y67pRSqUSHDh2wcOFCfPPNN0hISMCCBQtaI1QihyCEwMs/nkZiThmCPZ3x0YN9oVI2/JRo7ty5CAwMxOXLl5GcnNyCkRJRa1q5ciVef/11uLm5YevWrYiIiKizzr192mFan7YwCeD570+hqFx/0+2xP6eWZOlr2Pr4+/tj/Pjx2LVrF9q0aYOnn34aaWlpt3xPdcmKAeOmolxnRFtvF/RoyzKNRDeqbpfNab+L7+4GFycljqUU3HTyPKVSWTPYYfv27Q2Ob9GiRVAqlYiJiYFOp2vw+8h+MXkMIDQ0FABw7Vr9Da56efV6t1NdI23atGlQKMwfscFowoK1J5FfYURY9EgAQExMTDOiJiJb8vyYzvBzUyMxpwwrD6U0+H1Tp06Fu7s7fv31V3bcRBby8Z4r+PVcFpyUEj55qC8CPG4/+c+NFAoFIiMjAQCZmZktESIRtbL//ve/eOKJJ+Dk5ISNGzdi4MCBN133r1O7I8zPFemFFXh909kGjfBkf06WZulr2Fvx8vLClClTUFFRgd9+++2m6xUWFuKXX36BJEnQhQ8GANzduw3LtRD9D0u037beLnh+jLmO8Tu/XERBWf19S3Wt48acs3p5eSEwMBB6vR65ubkNfh/ZLyaPAfTq1QsAcOJE/SOBq5f37NmzQdurbuienp41y9797TKOpuTDXaPCA0O6AADy8+t/1I2I7I+XixNemWBu++/vvIy0/PIGvU+SJPj6+sJoNKKgoKAlQyRyCBtPXMO/dlwGAPzl7m7oG+rTpO1Ut8fmjOgiIusQExOD+++/HwCwZs0ajBs37pbru2tU+GBWH6gUEraezcSPx+u/+L8R+3OyNEtfw96Ov78/ACAn5+Yl2H744QdotVoMGjIUcXnm8oz39G5jkd9PZE8s1X4fH9oBXYI8UFCux9tbLtS7TlPOWU0mE4qLixv9PrJfTB4DGDJkCLy8vJCYmIiTJ0/WeX39+vUAgClTpjRoe8HB5ppOx48fBwBsP5+FT2MSAQBLp/dA0sUzAIDw8PDmhk5ENmRmdHvc2cEX5TojXt14pkEjlZKSkpCWlgZPT8+ak3Yiapr9CTl4Zb25D35yeARmDwhr0nbOnz+P+Ph4uLq6Iiqqbq1kIrIdcXFxuPvuu6HT6fDVV19hxowZDXpf7/beWDiuMwBg8U/nkZhz60nJ2J+TpVn6GvZ29u7dCwA1T97Up7pkRffhU6AzmtAlyANRwZ43XZ/IUU2ePBnA7+30RidPnkRSUhK6du1620kqnZQKLJ3eAwoJ2HgyHbsvXa+zzoYNGwAA0dHRDY5v27ZtKCsrQ8eOHWsNiiTHxeQxALVajeeeew4A8Nxzz9WqO/Pee+/hzJkzGDp0KPr371/rfR999BGioqLw2muv1Vo+depUAOaRCx98/R3+9L25M58zOBzG5GNYu3YtFApFzezNROQYxo4dg7h/PQqRnYCDV/Lw/TFzzbhly5YhKSmpzvrx8fF48MEHIYTAI488AqVS2dohE9mN8xlFeHr1CRhMAn/o1QavTjAnfW/Wl2/fvh1xcXF1tnPmzBnMnDkTQgjMnTsXarW6VeInIsuLj4/HxIkTUVJSgg8++ABz5sxp0PtGjx6NqKgo9HXOw+BIP1Tojfjjdyfxf0uXsj+nVmPpa9iffvoJv/76a53BDeXl5XjjjTewd+9eBAcHY8KECfXGk5qaigMHDkCj0SA/qC8Ac8kKIqrr3nvvRYcOHXD69Gm8//77NcvLysrw7LPPAgAWLlxY533V/c/Ro0drlvUJ9UGPkmMwVhTj9Y3nUFxprsUvhMDnn3+O999/H5Ik4amnnqq1rfXr1+Py5ct1fsfevXsxb948AMAzzzzT/J0lu6CSOwBr8eabb2Lnzp04dOgQOnXqVDMjZWxsLPz8/LBixYo678nNzUV8fHyd2jFTp07FzJkz8eOPP+L5Jx6EOrgTQtqFYsuuIiypGo3897//HV26dKn1vhMnTtRqnNXbnTx5MpycnACYJ+mZO3euRfediBrvmWeeqXmcqPrxvU2bNuHUqVM16xw5cqTWexITE5GamoqXFgTixwzg71svYmCEHz755BO89tpr6NWrFzp27AghBFJTUxEXFweTyYThw4fjnXfeabV9I7JVW7duxdtvv11rmU6nQ59+dyLhegn0RoGB0+fhXzMnQKEw11+8WV9++PBhLFmyBGFhYYiMjERAQACSk5Nx4sQJGAwGjBgxgu2SyMbNmjULOTk5CAgIQFxcXL3J46ioKLz66qu1llX355WVFXjvvoGY+ME+nM8oxqEVH+KtN95gf06txpLXsCdOnMCSJUvQpk0b9OnTB15eXsjKysKpU6eQn58PLy8v/PDDDzd9hH3NmjUQQmDcxMk4nqkFANzdi8ljovo4OTlh9erVGDNmDBYuXIh169YhLCwM+/fvR2ZmJqZOnYrHHnuszvuq+5/qCfWqndryDdKvpeO6X3tEbw5D1xBPnD17FsnJyVAoFPjggw/qjDzesmULZs6ciU6dOqFDhw7w8vJCQkJCzfXsrFmz8Kc//anFPgOyLUweV3F2dsaePXvwzjvvYO3atdi8eTN8fHzw6KOP4u2330b79u0bvC1JkvDZ16twVgpH8uFfYcxNQXpuMsq8vTFp0iQsWLCg3ju2xcXFiI2NrbP8xjo4N7vTS0St68KFC3Xaa3Z2NrKzs2/73gndQ5CqccbR5Hw8u+YEFi95Gzt3bMPx48exfft2VFRUwNfXF2PHjsUDDzyAhx9+uGbyTSK6uZycnDrtUgiBU3HHav59fw9vaFS3H/U3fvx4pKWl4dixYzh9+jSKiorg6emJoUOHYvbs2Xjsscc4epDIxlXXgczJycHKlSvrXWfEiBF1ksc3CvZyxj+m98STq+KgvPMBjEIyrl4+x/6cWoUlr2GnTZuGkpIS7N+/H8eOHUN+fj5cXFzQsWNHzJ8/HwsWLEBISMhN379mzRoAQEj0WJwpBaLDfNDe17XZ+0hkrwYPHoxjx45h8eLFiImJwalTpxAZGYkXX3wRzz//fKP6i5defBHrNm9BbNxpJJ46gtRTJrRpE4KHHnoIf/zjH+s8gQAA999/PwwGA+Li4nD06FGUlpbC19cXEydOxOOPP97gMk7kGCTRkKKb1ChF5Xo8+NURnM8oRoiXMzY/OwRBns5yh0VEViSrqBKTl+9HXpkOsweE4u/39pA7JCK7k1FYgfu/OIy0/ApE+Lvh+/kDEejB/piILO/NzWex+shV+LtrsO35YfB318gdElGrM5oEhi/bg/TCCrw7sxemR7eTOyQih/Ln/57Dt4dT0dbbBb/8aRi8XJzkDonsBG99W1hJpR6PrDiK8xnF8HNTY9UTdzJxTER1BHs54/37e0OSgDWxV/Hd0atyh0RkV7KKKvHAl0eQll+BMD9XrJ3HxDERtZw3J3dF5yB35JZq8fKPpxs0KS6RvdmXkIP0wgp4uThhcs+bj1ImopaxaEIU2vu6IL2wAm9tPse+iCyGyWMLKq7UY86KYzidVggfVyesmTcAHQM95A6LiKzU8M4BeGGMeab2Nzefw4GEXJkjIrIP2SWVePDLI0jNK0d7Xxd8N28ggr2YOCailuPspMTyB/pArVJgT3wOVhxMkTskola3NtY8GGJa37ZwdmJpJ6LW5qZR4YNZfaBUSPjpdAY2nUyXOySyE0weW0hmUQXu++ww4lIL4OmswqonBiAq2FPusIjIyi0Y1RH39mkLo0ng6TVxSLheIndIRDYtp0SL2V/GIim3DG29XbB27kC08XaROywicgBRwZ54Y9IdAIB3fr2IU2mF8gZE1Iqyiiqx+5J57o/ZA0JljobIcfUN9cHzozsBAN7afI7Xl2QRTB5bwPmMIkz75BAuZZUgwEODtfMGontbL7nDIiIbIEkSlk7vgf7hPiipNOCxb47henGl3GER2aT0wgrc9/lhJGSXItjTGWvnDeBkPUTUqh4ZFIYJ3YKhNwo8u+YECst1codE1CrWxKbCaBK4s4Mvn74lktkzd3XEwAhflOmMmPftcfZF1GxMHjfThrhrmPbJIWQWVSIiwA0bnx7MxDERNYpGpcTnD/dDmJ8rrhVU4JH/HGUHT9RIyblluO+zw0iuGnH8/ZMDEebnJndYRORgJEnCspk9Ee7nivTCCiz84TRMJtacJPtWpjXg28OpAIDHh4TLGwwRQamQ8PGDfdHOxwUpeeV4bu1JGIwmucMiG8bkcRPpDCa8tfkcXvzxNLQGE0Z2CcDGpwdzhBMRNYmvmxqrnxiAIE8N4q+X4NEVx1BSqZc7LCKbcCmrGDM/O4z0wgpE+Lvhx6cGIdyfiWMikoensxM+nt0XapUCuy9l49O9iXKHRNSi1h1LQ1GFHh383TC2a7Dc4RARAD93Db58pB9c1UocuJKLVzee5c1MajImj5sgMacU931+GKuOpEKSgOfHdMLXj/aHt6ta7tCIyIa193XFqicGwNvVCafTCvHAl0eQV6qVOywiq3YqrRD3f34EuaVa3BHiiR+eGsQax0Qku25tvPDXu7sBAN7dEY/DiXkyR0TUMrQGI77anwQAmDusA5QKSeaIiKjaHSGeWF41gd76uGv4v18uQggmkKnxmDxuBKNJ4Kv9SZj0wX6cSiuEp7MKXz/aH8+P6QwFO0kisoDOQR5Y/cQA+LmpcS69GDM/N4+mJKK6tp3LwqwvDqOoQo8+od74ft5A+Ltr5A6LiAgAcH//9pjWty1MAljw3UlkFrE/J/uz7lgaMooqEeSpwfS+7eQOh4j+x5iuQVg2vScA4KsDyVi2PZ4JZGo0Jo8bKDYpD9M+PYS/bb0IrcGEYZ388evzw3FXVKDcoRGRnene1gs/PjUIbb1dkJRThhmfHsKV7FK5wyKyGkIIfLEvEU+viUOl3oQRnQOw+okB8HJ1kjs0IqIakiThb1O7o0uQB3JLtZi78jjKdQa5wyKymEq9ER/tvgIAeG5UJzg7KWWOiIjqMz26Hf48pSsA4NOYRLyy/gwq9UaZoyJbIgnecrilS1nFWLYtHrsvZQMA3DUqvDH5Dszq3x6SxNHGRNRyMgor8PB/YpGYUwZfNzVWzOmPXu295Q6LSFZ6owmLfzqPtbFXAQAPDwzD4j90hUrJ++FEZJ3S8stxz8cHkV+mw4Ruwfhkdl8+tUh24av9Sfjb1oto6+2CPS+NhFrFvpjImn139Cre2HQWJgF0b+uJT2dHc94uahAmj2/izLVCfL43Cb+cy4QQ5tkqH7izPf44qhMCPZ3lDo+IHER+mQ5zVhzFmWtF0KgU+Mf0npjap63cYRHJoqBMhz9+fxL7E3IhScCbk7vi8SHhvJlLRFbveEo+HvwyFjqjCU+PjMSiCVFyh0TULMWVetz1zxjklenwj+k9cH//ULlDIqIG2Hs5B89/fxIF5Xq4a1R45q5IPD6kA58coFti8vgGZVoDtp7NxA/H0nA8taBm+eQeIXhxXGdEBLjLGB0ROapSrQF//O5kzRMQ84dH4JUJUZyQhBzK6bRCPLPmBNILK+DipMTyB/pgbNcgucMiImqwjSeuYeEPpwEAb9/TDQ8PCpc3IKJmWPLzeaw4mIKIADdsf344nPgEEJHNyCiswILvTiKuKu8V7OmMWXe2x/S+7TgSmerl8MljncGEI0l52HomE1vOZKBMZ677olJIuLtXG8wbHoE7QjxljpKIHJ3RJPDujnh8EpMIABjeOQAf3N8bPm5qmSMjallCCKyOvYq3f74AndGEMD9XfDo7Gl3bsG8mItvz/m+X8cGuBEgS8MGsPri7Vxu5QyJqtAsZxZjy4X6YBLDqiTsxrFOA3CERUSOZTAL/PZ2Of26LR0ZRZc3yCH839An1QcdAd7TxdkYbbxf4uKrh6ayCh7MTnJ0UfOrPATlk8rhcZ8C+yznYfv46dl68jpLK3yeu6ODvhpn92mFG33YsT0FEVufn0xl4ef1pVOpNCPFyxvIH+qB/uK/cYRG1iHKdAa9vPIvNpzIAAOO6BuFf9/WCpzMnxiMi2ySEwJ//ex6rjqTCSSnhq0f7Y0RnJt7IdugMJkz9+CAuZBZjUo9gfDI7Wu6QiKgZKvVGbDuXhR/j0nAoMQ+3yxA6KSV4ODvB01kFf3cNugR7ICrEE93beKJ7Wy8+hWCnHCZ5XFiuw66L2dh2Pgv7E3JQqTfVvObvrsbYrkGY2rst7uzgy7soRGTVzmcU4bm1J5GcWwalQsLCsZ3x9IhITr5DduVcehEW/nAKl6+XQqmQsGhCF8wbFsE+mohsnskk8MfvT2LLmUw4Oynw2UPRGNklUO6wiBpk2bZL+CQmET6uTtj+wnAEenDAFZG9KCzX4WRaIU5eLcS1/HJcK6xAZlEFisr1KNEabptYdnZSoF+YL8Z1C8L4bsEI4oBMu2HXyePrxZXYcT4L285n4UhSPoym33e1va8LxncNxvjuwegb6sPaoURkU0q1Bry56fcRmUM7+uO9+3rxiQmyeVqDER/uuoJP9ybCaBII8NDgowf6YECEn9yhERFZjM5gwlOr47D7UjaclBKWz+qDiT1C5A6L6JaOp+Tjvs8PwySAzx7qiwnd+TdL5ChMJoEynQEllQYUV+pRUmlARmEFLmWV4GJmMU6nFaKgXF+zviQB/cN8cV//9pjSM4QT8tk4u0seJ+eWYfv5LGw7l4VTaYW1XosK9sC4bsEY3y0IXUM8OXqJiGyaEAI/xl3D4v+eR4XeCC8XJ7wx+Q7MjG7H7zeySUeS8vDW5nNIyC4FYJ6wdsk93eDvrpE5MiIiy9MZTHhh3SlsPZsJhQT8Y3pPzOzXXu6wiOqVWVSBqR8fxPViLab3bYd37+sld0hEZEVMJoHEnFLExOfg13OZOHG1sOY1T2cVpvVth9kDQtEpyEO+IKnJbD55LITA5eul+PVcJrady8KlrJJar/cN9cb4bsEY3y0Y4f5uMkVJRNRyrmSX4Pl1p3AuvRiAeRTy/93bA6F+nCmXbMP14kr8fetF/HTaPJLe312Nt+/pzlF4RGT3jCaB1zaewQ/HrwEA5g+PwCsTovhUJFmVMq0BMz87jAuZxegc5I4NTw+GB+cfIKJbyCiswMYT1/Dd0TSkF1bULO8f7oM5gztgfLcgqFgf2WbYZPLYZBI4m15UM8I4Kbes5jWVQsLACD+M7x6McV2DHLLGSk5OjtwhENm0gADbm7jGYDThqwPJeP+3y9AaTHB2UuCZkR3x5PAIPiJEVquwXIfP9yXhm4MpqNAbIUnA7AGheGlcF3i7quUOz2LYLxPJw1b6c5NJ4F874vFJTCIAYETnACyf1QderkzOkfy0BiOeWhWHPfE58HdXY9MzQ9De1/IDFNhXkj2xlf6nNRhNAvsTcrA29ip2XcquKSfbxssZjwwOx6z+7e3qvN9e2UzyuLBch30JuYi5lI19CTnILdXVvKZWKjCskz8mdA/G2K5BDv+Hx8fViZrHRr4W65WcW4bXNp7BkaR8AEBbbxe8OjEKk3uEcEI9shp5pVqsOpKK/xxIRkmlAQDQJ9Qbf727O3q085I5Ostjv0wkD1vrz38+nYGX159Gpd6Edj4u+Pf9vdEv3FfusMiBVeiMmL86Dvsu50CjUuC7Jweib6hPi/wu9pVkT2yt/2kt14srsSb2KtYcSUVemTmn5+KkxPTotpgzuAM6BrrLHCHdjFUmj7UGI5JyynDmWiFOVc30GH+9pNbMjm5qJYZ3DsCE7sEYFRXIx2ZuwI6XqHms8GuxUYQQ+PlMJt755SIyiyoBAF2CPPDcqI6Y1COEj8KSbC5kFOPbwynYeDIdOoMJgHk+ghfHdcGYOwLttv+y1/0isna22J+fzyjCU6vjkJZfAYUEPDUiEgtGdYKLmk8RUesqLNdh/qo4xCbnw8VJif882g+DO/q32O9jX0n2xBb7n9ZUqTfip9MZ+PpAcq3SsyM6B+DxoR0wvJM/vxOsTKsnj8+lFyGnRItKvREVeiNKtQZkF2uRXVKJ7BItUnLLcDW/HKZ6ouoS5IGRXQIwoksA+oX5Qq1ifZT6sJERNY+9dPYVOiM+35eIr/Yno1RrHt3Zwd8NsweEYlrfdvB1c+ynNKjlCSGQkF2KnRev46dTGbVODnu288K8YREOMSqe/TKRPGy1Py+p1GPxT+ex8UQ6APNTRG9NuQPjuwXz+4RaxdlrRXhmrfkmhrtGhRWP9Uf/Fh4Fz79tsie22v+0NiEEjiTl4+uDydh58XrNgNHIADfMGdIB0/q0hZtGJW+QBECG5PGjXx/F3su3r2fk6azCHSGe6Bvmgz7tvdE71BuBHo5Xv7gp2PESNY+9dfZF5Xp8cygFXx9MRlGFHoC53M/YbkGY0C0YI7sE8OkNsgiTSSAptxQnrxbiZFoh9ifkIC3/9wky1EoFxnQNxGNDOqBfmI/D9FeOsp9E1sbW+/Nt57Lw15/PI6PqKaI7Qjzx7F2RmNidTxFRy9AZTPhodwI+jkmE0SQQ6uuKLx6JRlSwZ4v/bvaVZE9svf+RQ2peGVYeSsUPx9NqBj55OKswM7o9HhkUhnB/N5kjdGytnjxe8vN5HE8pgLOTAs5OSripVQjw0CDQQ4NATw3a+7iiY6A7Ajw07ECaiJMNEDWPvU5wUKo14KdTGVh7NBXn0otrljspJfQP90W/MB9Eh/uiT6g3PJlMdni5pVok5ZTBaBIwmgQMJhNMQsBgFCjVGlBUoUdRhR4FZTpczS9Han45ruVXQGc01dqOWqXA4Eg/jOsajMk9QhxyAij2y0TysIf+vFxnwKcxifj6QDLKdEYAQJifK2ZGt8O9fduhrbeLzBGSPTCZBH45l4l3d1xGctVk9FN6huBvU7u32nxC7CvJnthD/yOXkko9fjx+Dd8eTkFKXjkAQJKAkZ0D8OjgcAzvFGD3Ty1aI6useUxERC3r7LUibD2biR0XspCUU1brNUkC2ni5INzfFeF+bmjv6wpfVzW8XZ3g46aGt4sTNColFApApVBAoQA8nZ3g7MR6jPZk88l0PL/uVKPf5+ykQM+25ieG+oX5YEhHfz5uRkTUTIXlOqw4mIJvDqXUPEUEAN3aeGJUVCD6hfuidztvh7xBR01XUKbDppPp+O7oVSRklwIA/NzUWHJPN0zp2Ubm6IjIkZlMAnsTcrDyUApi4n+/uRTh74aHB4VhenQ7DnhqRUweExE5uMScUhxJykNcSgGOpxbgan55o7exbHpP3Ne/fQtER3LZfek6/rblIpQKqdaPQpLgrlHBy8UJni5O8HF1QjsfV4T6uiLMzxUhXs5QKTknARFRSyjTGvDruSxsiLuGI8l5+N8ruTA/V3Twd0Ooryva+bjA09kJHs5O8HRRwcVJCS8XJ3QK8pAneJKVEAIZRZW4fL0ElzJLEBOfjeOpBTBWTTbkplbiyeGReGJYB7jzpi8RWZHk3DJ8ezgF649fQ0lVSQuNSoExXYNwb++2GN45gHOitTAmj4mIqJa8Ui2Sc8uQkleO1LwyXCuoQEG5DoXlehSW61BQrofeaILRJMxlDEwC/5zRCzOi28kdOhERkcPIK9UiJj4H+xNycPpaUU25gVsZHOmHtfMGtkJ01FpMJoE3Np+FwVhdZur3clMGo0Bhhd48OX2xFlqDqc77u4Z44oE72+Pu3m3h5cJRfERkvUq1Bmw6cQ3fHk6teVoCALxdnTCqSyBGdAnA8E4B8LGBieGFENAaTCjTGlCuM6JUa6j5f4PJBKMJGGFFSXEmj4mIqNmEEKxTT0REJKPCch0uZBbjap65Dn1mYQVKKg0ortSjpNIArcGEvqE+ePe+XnKHShYkhECH135p0LoqhYSIADd0CvRAv3AfjI4KQqifawtHSERkWUIInM8oxqaT6fjpdAZySrQ1r0kS0CXIA9FhPogK8UTHAHdEBrjB313T5FrJQghU6M0J3nJt7URvmc68rFxnQJmu6r9V/y7XGc3raKv/31Dz7zKdsebJj5s58dZY+FpJIpzJYyIiIiIiIiIb9dHuBCgUEpwUCigVElTKqnJTkgRPFyfz5PQezgjxdoYTS0sRkR0xGE04llKAmMvZ2Bufg0tZJfWup5AAXzcN/N3Nc/loVEqoVQooJMBgFNAZzU9rGEwmaA2m3xPEWnOC+DZ53mZxdlLAXaOCq1oFV7USTkoFFAoJKx/r32qTlt4Ok8dERERERERERERk07JLKnEitQAnrxYiIbsUV7JLkVZQXmeOgKaQJMCtKsHrrlHBVaOs+berRgU3tbImAeymqfqvWgUXtRJuGvNr1f++8f3KJo6Ibk1MHhMREREREREREZHd0RtNyC/TIadEi7wyHYoq9NAZTNAZTDAJAbVSAZVSgkqpgJNCglqlgJtGBXeNCm5VSWE3jXni2aaWvrB1TB4TERERERERERERUR0seEREREREREREREREdTB5TERERERERERERER1MHlMRERERERERERERHUweUxEREREREREREREdTB5TERERERERERERER1MHlMRERERERERERERHUweUxEREREREREREREdTB5TERERERERERERER1MHlMRERERERERERERHUweUxEREREREREREREdTB5TERERERERERERER1MHlMRERERERERERERHUweUxEREREREREREREdTB5TERERERERERERER1MHlMRERERERERERERHUweUxEREREREREREREdTB5TERERERERERERER1MHlMRERERERERERERHWoGrqiEAI6na4lYyEiIoJarYYkSXKHYbPYXxMRUWtgf9087K+JiKi1NLfPbnDyWKfTYenSpU3+RURERA3x6quvQqPRyB2GzWJ/TURErYH9dfOwvyYiotbS3D5bEkKIhqzYnDujWVlZ+OabbzBnzhwEBwc3aRtUP362LYufb8vi59uybPXz5Uim5rHlkUy2+jdrCY687wD335H335H3HbDt/Wd/3Ty23F/bA1tue/aOx8Y68bhYp4Yel1YbeSxJUpOz1Gq1uua/vDttWfxsWxY/35bFz7dl8fN1TM3pr+XmyH+zjrzvAPffkfffkfcd4P47Mlvur+0B25714rGxTjwu1qm1jgsnzCMiIiIiIiIiIiKiOloleezu7o4RI0bA3d29NX6dQ+Fn27L4+bYsfr4ti58v2RpH/pt15H0HuP+OvP+OvO8A959ILmx71ovHxjrxuFin1jouDa55TERERERERERERESOg2UriIiIiIiIiIiIiKgOJo+JiIiIiIiIiIiIqA4mj4mIiIiIiIiIiIioDiaPiYiIiIiIiIiIiKiOJiWPjx07hkmTJsHHxwdubm648847sXbt2kZvp6SkBIsXL0b37t3h6uoKb29v9O3bF0uWLGlKWHbDEp9vYWEh/vznP6Nnz57w8PCAv78/+vfvj48++giVlZUtFLn1W716NebPn49+/fpBo9FAkiR88803jd6OyWTCRx99hJ49e8LFxQUBAQG47777kJCQYPmgbYQlPtsDBw7gxRdfRHR0NPz8/ODs7IyoqCgsWrQIhYWFLRK3rbDU3+6N9Ho9evfuDUmSEBUVZZlAyeHI1fbDw8MhSVK9P0899VTzd6yBLLH/MTExN90XSZJw5MiRet9nqfOxprLEvo8cOfKW+y5JElatWlXrPdZw7NPT0/Hvf/8b48aNQ2hoKNRqNYKDgzF9+nTExsY2altNOaeQ+9hbav9tte1bav9tte0TWStLtw2eK1tGc49LU78r6faY27NOzT0uTTm/vh1VY3ciJiYG48ePh1qtxqxZs+Dl5YWNGzdi9uzZSElJweuvv96g7Vy9ehWjRo1CUlISxowZg8mTJ0Or1eLKlSvYsGEDFi9e3NjQ7IIlPt/CwkJER0cjKSkJQ4cOxfz586HVavHrr79iwYIF2LRpE3777TcoFI438PzNN99Eamoq/P39ERISgtTU1CZt56mnnsKXX36Jrl27YsGCBbh+/TrWrVuHHTt24NChQ+jatauFI7d+lvhsZ8yYgdzcXAwdOhSPPPIIJElCTEwMli1bhg0bNuDQoUMIDAxsgeitn6X+dm/09ttv48qVKxaIjhyZnG3fy8sLzz//fJ3l/fr1a8quNIkl2+aIESMwcuTIOsvbtWtXZ5mlzseawxL7PmfOnHr3Wa/X45133oFCocDo0aPrvC73sf/www/xj3/8A5GRkRg7diwCAwORkJCAzZs3Y/Pmzfjuu+9w3333NWhbjT2nsIZjb6n9t9W2b8njD9he2yeyRi3RNniu3HyWPC6N+a6k22NuzzpZ4rg09fz6lkQj6PV6ERkZKTQajThx4kTN8uLiYtGtWzehUqnE5cuXb7sdg8Eg+vfvL1xcXMTu3bvr/T2OyFKf7z/+8Q8BQLzwwgu1lmu1WtG/f38BQOzdu9fi8duC3377TaSkpAghhHjnnXcEALFixYpGbWP37t0CgBg2bJiorKysWb5z504hSZIYPny4JUO2GZb4bJcuXSoyMjJqLTOZTOLpp58WAMQzzzxjqXBtjiU+3xvFxcUJlUolli9fLgCILl26WChScjRytf2wsDARFhbW1LAtxhL7v2fPHgFALF68uEHrW+p8obks/b10o/Xr1wsA4g9/+EOd16zh2G/YsEHs27evzvJ9+/YJJycn4evrW+sc4WYae05hLcfeUvtvq23fUvtvq22fyNq0RNvguXLzWeq4NPa7km6PuT3r1NL9/K3Or2+nUUNPd+/ejcTERDz44IPo06dPzXIPDw+89dZbMBgMWLFixW23s379ehw7dgwvvfQS7rrrrjqvq1SNHhBtFyz1+SYlJQEAJk2aVGu5Wq3G2LFjAQDZ2dkWjNx2jBkzBmFhYc3axpdffgkA+Nvf/gaNRlOzfPTo0Rg/fjz27duHy5cvN+t32CJLfLaLFi1CSEhIrWWSJOGtt94CAOzdu7dZ27dllvh8q+l0OsyZMwcDBw7Ec889Z5FtkuNy9LZvybbZUJY6X2iultz3r776CgDwxBNPtMj2m2vatGkYNmxYneXDhg3DXXfdhfz8fJw9e/a222nsOYW1HHtL7b+ttn1L7X9jWcvxJ7I2lm4bPFe2DH5nWS/m9qxTS7eZ5pxfN+pIxsTEAADGjRtX57XqZQ05yVu3bh0AYObMmUhLS8PWrVtRWFiIyMhITJw4Ee7u7o0Jy25Y6vPt1q0bAGDbtm0YM2ZMzXK9Xo+dO3fCxcUFgwYNskDEjikmJgZubm4YMmRIndfGjx+Pbdu2Ye/evejcubMM0dknJycnAOx8LOUvf/kLEhIScPr0aUiSJHc4RDd1u7av1WqxcuVKpKenw8fHB4MHD0avXr1aM0SLSkhIwPLly1FeXo6wsDCMHTsW/v7+ddaz1PmCtbp27Rp27NiB4OBgTJ48ud51rPnYN6bPauw5hS0ce0v02bbc9puy/2z7RM1j6bbBc2XLsPRxaeh3Jd0ec3vWqSX7+YacX99Ko87qqifu6NSpU53XfHx84O/v36AJw44fPw7APEnGCy+8AK1WW/NaQEAAfvjhh3rrc9g7S32+c+fOxapVq/Duu+/i+PHj6N+/P7RaLbZt24aCggKsXbsWbdu2tXj8jqCsrAyZmZno3r07lEplnderj50jT5zXEr7++msA9X+JUuMcO3YMy5Ytw//93//xBgdZvdu1/aysLMyZM6fWsgkTJmDVqlU2eTGxdu3aWpNhuLi4YMmSJXj55ZdrrWep8wVrtWLFCphMJsyZM+emCThrPfZXr17Fzp07ERwcjB49etxy3aacU1j7sW/M/t+Krbb9pu4/2z5R81iybfBc2XIs/Z3V0O9Kuj3m9qxTS/bzDTm/vpVGla0oKioCYJ6koj6enp4169xKdcmEBQsW4Pnnn0daWhpycnKwfPlyFBUVYerUqcjMzGxMaHbBUp+vi4sLYmJi8NBDD2Hv3r3417/+hQ8//LBm+PvQoUMtGrcjacgxunE9ar5Tp05hyZIlCAwMxCuvvCJ3ODZNq9Vizpw56NOnD1588UW5wyG6pdu1/ccffxwxMTHIyclBcXExjhw5gokTJ2Lbtm24++67IYSQIeqmCQgIwD//+U9cvHgRZWVlSE9Px+rVq+Hr64tXXnkFn3/+ea31LXW+YI2EEDWP493skTprPfZ6vR4PP/wwtFotli1bVm9C+EZNOaew5mPf2P2/GVtt+03Zf7Z9IsuwVNvgubJlWeq4NPa7km6PuT3r1FL9fEPOr2+nUcljSzGZTACAKVOmYOnSpWjXrh38/f2xYMECvPDCCygqKsJ//vMfOUKzC7m5uRg7diyOHDlS89hAVlYWPvvsM6xYsQIDBgxAQUGB3GES3VZycjKmTJkCo9GI77//3iZHElqTt956CwkJCfj666+bfFFP1Boa0vb//Oc/Y8SIEfD394eHhwcGDBiALVu2YOjQoTh8+DB++eUXGSJvmm7duuGll15CVFQUXF1d0aZNG8yePRvbtm2DWq3G4sWLa86d7N3u3buRnJyMESNGoGPHjvWuY43H3mQy4fHHH8e+ffswb948PPzww60eg5wstf+22vabuv9s+0TWhefK1onfldaLuT3b0JDz69tpVPK4Ovt9s0x3cXHxTTPk9W3n7rvvrvPaH/7wBwC/D393JJb6fBcuXIhDhw5hw4YNmDRpEry8vBAUFIR58+Zh2bJlSEpKwr///W9Lhu4wGnKMblyPmi41NRV33XUXcnJysH79+noL8FPDnThxAu+99x7eeOONZj1KTNTSmtP2FQoFHnvsMQDAwYMHWyrEVtO9e3cMGDAA169fx5UrV2qWW+p8wRpVT+Qxd+7cRr1PzmMvhMC8efOwevVqPPTQQ/jss88a9L6mnFNY47Fv6v7/L1tt+5ba/xs5Ytsnag5LtA2eK1teS39n3ey7km6PuT3r1FJtpqnn1zdqVPL4VvVcCwoKkJubW29tjv/VpUsXAIC3t3ed16qXVVRUNCY0u2Cpz3fr1q3w9fVFz54967w2atQoAEBcXFwzo3VMbm5uCAkJQXJyMoxGY53Xb1WjhhouJSUFI0eOREZGBn744QdMmTJF7pBs3pkzZ2A0GvGXv/wFkiTV+gGA+Ph4SJJU7/cyUWuxRNuvHqlYXl5u6fBkUd/+WOp8wdoUFBRg06ZN8Pb2xvTp0xv9fjmOvclkwhNPPIGvv/4aDzzwAL755hsoFA07vW7KOYW1Hfvm7P+NbLXtW2r/6+NIbZ+ouSzRNniubHmt8Z1lb+d9rYW5PevUEm2muefX1Rp1djNixAgAwI4dO+q8Vr2sep1bqU5gXrhwoc5r1cvCw8MbE5pdsNTnq9PpUFxcDJ1OV+e1nJwcAIBGo2lOqA5txIgRKCsrq3dky/bt22vWoaapvoBMT0/HunXrcM8998gdkl3o3LkznnjiiXp/APNdzieeeAKPPPKIzJGSo7JU24+NjQVgH+cRBoMBJ06cgCRJCA0NrVluqfMFa7N69WpotVrMnj0bLi4ujX5/ax97k8mEuXPnYsWKFbj//vuxatWqRj/m3NhzCms69pbYf8B2276l9r8+jtb2iZrLEm2D58qW19LfWTf7rqTbY27POrVEm2nu+XUN0Qh6vV5EREQIjUYjTp48WbO8uLhYdOvWTahUKhEfH1+zPCcnR1y8eFHk5OTU2k5SUpLQaDQiMDBQXLt2rdZ2evfuLQCInTt3NiY0u2Cpz3f8+PECgHjzzTdrLa+srKx57cMPP2zRfbEF77zzjgAgVqxYUe/rN/t8d+/eLQCIYcOGCa1WW7N8586dQpIkMXz48JYM2yY09bNNTk4WYWFhQqVSiQ0bNrRCpLapqZ/vzQAQXbp0sWCE5Khaq+2fP39eFBQU1Fm+f/9+4ezsLDQajUhNTW3KLjRLU/f/0KFDwmQy1Vqm1+vF888/LwCICRMm1HmtMecLrcES30u9evUSAMSJEyduuo61HHuj0SjmzJkjAIiZM2cKvV5/y/UtdU5hLcfeUvtvq23fUvtvD22fyBpY6jr6Zniu3DSWOi6N/a6k22Nuzzq1xHdZQ86vG6JRyWMhzCe5Tk5Owt3dXcybN0+8+OKLokOHDgKA+Nvf/lZr3cWLFwsAYvHixXW2s3z5cgFA+Pn5iblz54pnn31WhIeHCwDiySefbPIO2TpLfL4nT54UHh4eAoC48847xQsvvCCefvppERERIQCI6OhoUVFR0Yp7ZT2+/PJL8eijj4pHH31U9O3bVwAQQ4YMqVm2adOmmnVv9fc7d+5cAUB07dpVvPzyy+KRRx4RGo1GeHl5ifPnz7feDlkRS3y2YWFhAoAYOHCgWLx4cb0/jspSf7v14QkxNYccbX/x4sXCxcVFTJkyRTz33HPixRdfFOPHjxeSJAmlUim+/PLLlt/xKpba//DwcPHggw+Kl19+WcybN0906dJFABChoaEiJSWlzu9tzPlCS7Hk99Lx48cFANG3b99b/k5rOfbV++Pu7i7eeOONev9mbzzpt+Q5hTUce0vtv622fUvuvy22fSJrZKk8RX14rtx0ljguTfmupNtjbs86WfK7rKHn1w3R6OSxEELExsaKCRMmCC8vL+Hi4iL69esnVq9eXWe92+3ITz/9JIYNGybc3d2Fs7OziI6OFl988UVTQrIrlvh8L1++LB577DERGhoqnJychIuLi+jRo4dYsmSJKCsra4W9sE6PPvqoAHDTnxs/y1t9vkajUSxfvlx069ZNaDQa4efnJ2bMmOHQoz0s8dne6v3VP47KUn+79eEJMTWHHG0/JiZG3HfffaJjx47Cw8NDODk5iXbt2olZs2aJ2NjYVtjr31li/5cuXSpGjhwp2rRpI9RqtXB1dRU9e/YUb7zxhsjPz7/p727o+UJLseT30tNPPy0AiE8++eSWv9Najv3t9h2oPQrb0ucU1n7sG7r/ttr2LbX/ttr2iayVpfIU/4vnys3T3OPS1O9Kuj3m9qyTpY5LQ8+vG0ISQggQEREREREREREREd3AMtMBExEREREREREREZFdYfKYiIiIiIiIiIiIiOpg8piIiIiIiIiIiIiI6mDymIiIiIiIiIiIiIjqYPKYiIiIiIiIiIiIiOpg8piIiIiIiIiIiIiI6mDymIiIiIiIiIiIiIjqYPKYiIiIiIiIiIiIiOpg8piIiIiIiIiIiIiI6mDymIiIiIiIiIiIiIjqYPKYiIiIiIiIiIiIiOpg8piIiIiIiIiIiIiI6mDymIiIiIiIiIiIiIjq+H+YoBESpA3LhQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1800x600 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Posterior KDE\n",
    "ax = pm.plot_posterior(trace, kind=\"kde\",\n",
    "                       figsize = (18, 6));\n",
    "\n",
    "plt.savefig('Bayesian regression KDE.svg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "4526b2a9-cee5-4325-be4f-9a557ef2f8f0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "fig, ax = plt.subplots(figsize=(5, 5))\n",
    "\n",
    "plt.plot(x, y, 'b.');\n",
    "\n",
    "idx_array = range(0, len(trace['alpha']), 40)\n",
    "alpha_m = trace['alpha'].mean()\n",
    "beta_m = trace['beta'].mean()\n",
    "\n",
    "for idx in idx_array:\n",
    "    plt.plot(x, trace['alpha'][idx] + trace['beta'][idx] *x, c='k', alpha = 0.1);\n",
    "\n",
    "ax.plot(x, true_regression_line, \n",
    "    color = 'k',\n",
    "    label=\"True regression line\", lw=2.0)\n",
    "\n",
    "plt.plot(x, alpha_m + beta_m * x, c='r', \n",
    "         label='Prediction: y = {:.2f} + {:.2f}* x'.format(alpha_m, beta_m))\n",
    "plt.xlabel('$x$')\n",
    "plt.ylabel('$y$', rotation=0)\n",
    "plt.legend(loc=2)\n",
    "plt.xlim(0,1)\n",
    "\n",
    "plt.savefig('Bayesian regression prediction.svg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "227cfb97-76c6-46ee-8b00-65911b50d789",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
